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  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Iontronics</journal-id>
      <journal-id journal-id-type="publisher-id">ions</journal-id>
      <journal-title-group>
        <journal-title>Iontronics</journal-title>
      </journal-title-group>
      <issn pub-type="epub">3070-6483</issn>
      <publisher>
        <publisher-name>OAE Publishing Inc.</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.20517/iontronics.2026.17</article-id>
      <article-id pub-id-type="publisher-id">IONS-2026-17</article-id>
      <article-categories>
        <subj-group>
          <subject>Review</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>2D organic framework membranes: extending functions in natural ion channels to scalable nanofluidic applications</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Cui</surname>
            <given-names>Hongyu</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ji</surname>
            <given-names>Yu</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Chen</surname>
            <given-names>Ke</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zhou</surname>
            <given-names>Wenzhe</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Lin</surname>
            <given-names>Qiaowei</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Yin</surname>
            <given-names>Zhuocheng</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Lin</surname>
            <given-names>Li</given-names>
          </name>
          <xref ref-type="aff" rid="I4">
            <sup>4</sup>
          </xref>
          <xref ref-type="aff" rid="I5">
            <sup>5</sup>
          </xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Wang</surname>
            <given-names>Da-Wei</given-names>
          </name>
          <xref ref-type="aff" rid="I2">
            <sup>2</sup>
          </xref>
          <xref ref-type="aff" rid="I3">
            <sup>3</sup>
          </xref>
          <xref ref-type="aff" rid="I1042">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1">*</xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Sun</surname>
            <given-names>Pengzhan</given-names>
          </name>
          <xref ref-type="aff" rid="I1">
            <sup>1</sup>
          </xref>
          <xref ref-type="aff" rid="I1042">
            <sup>*</sup>
          </xref>
          <xref ref-type="corresp" rid="cor1">*</xref>
        </contrib>
      </contrib-group>
      <aff id="I1"><sup>1</sup>Institute of Applied Physics and Materials Engineering, University of Macau, Macau SAR 999078, China.</aff>
      <aff id="I2"><sup>2</sup>Faculty of Materials Science and Energy Engineering, Shenzhen University of Advanced Technology, Shenzhen 518107, Guangdong, China.</aff>
      <aff id="I3"><sup>3</sup>Institute of Technology for Carbon Neutrality, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, Guangdong, China</aff>
      <aff id="I4"><sup>4</sup>School of Materials Science and Engineering, Peking University, Beijing 100871, China.</aff>
      <aff id="I5"><sup>5</sup>Beijing Graphene Institute, Beijing 100095, China.</aff>
      <author-notes>
        <corresp id="cor1"><sup id="I1042">*</sup>Correspondence to: Prof. Pengzhan Sun, Institute of Applied Physics and Materials Engineering, University of Macau, Macau SAR 999078, China. E-mail: <email>pengzhansun@um.edu.mo</email>; Prof. Da-Wei Wang, Faculty of Materials Science and Energy Engineering, Shenzhen University of Advanced Technology, Shenzhen 518107, Guangdong, China; Institute of Technology for Carbon Neutrality, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, Guangdong, China. E-mail: <email>wangdawei@suat-sz.edu.cn</email></corresp>
        <fn fn-type="other">
          <p><bold>Received:</bold> 24 May 2026 | <bold>First Decision:</bold> 18 Jun 2026 | <bold>Revised:</bold> 8 Jul 2026 | <bold>Accepted:</bold> 10 Jul 2026 | <bold>Published:</bold> 7 Aug 2026</p>
        </fn>
      </author-notes>
      <pub-date pub-type="ppub">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>7</day>
        <month>8</month>
        <year>2026</year>
      </pub-date>
      <volume>2</volume>
	  <issue>3</issue>
      <elocation-id>26</elocation-id>
      <permissions>
        <copyright-statement>© The Author(s) 2026.</copyright-statement>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>© The Author(s) 2026.<bold>Open Access</bold>This article is licensed under a Creative Commons Attribution 4.0 International License (<uri xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</uri>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
        </license>
      </permissions>
      <abstract>
        <p>Precise regulation of ion transport across nanoscale channels is fundamental to many functions in biological systems, which in turn offers a blueprint for the design of advanced artificial nanofluidic systems targeted for energy storage, energy conversion, water purification, and many other applications. Two-dimensional (2D) organic framework membranes have emerged as a new platform for controllable ion transport. These membranes provide intrinsic periodicity, controllable sub-nanometer pore structures, and adjustable chemical environments and hence, could potentially reproduce the ionic machinery of living organisms. More importantly, the scalability of membrane-based systems is long sought after for addressing critical challenges faced by many energy, environment and other areas. In this review, we discuss the fundamental mechanisms and experimental measurements for nanofluidic ion transport, fabrication of 2D organic framework membranes and potential applications. Finally, we assess the key challenges and provide an outlook on the future roadmap for 2D organic framework membranes in next-generation nanofluidics.</p>
      </abstract>
      <kwd-group>
        <kwd>2D organic framework</kwd>
        <kwd>nanofluidics</kwd>
        <kwd>nanopore</kwd>
        <kwd>ion transport</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>INTRODUCTION</title>
      <p>Nature performs many exquisite tasks with ions and fluids at small scales with remarkable efficiency<sup>[<xref ref-type="bibr" rid="B1">1</xref>]</sup>. A representative example is biological ion channels, which are ubiquitous in living organisms. They are membrane proteins assembled from polypeptides<sup>[<xref ref-type="bibr" rid="B2">2</xref>,<xref ref-type="bibr" rid="B3">3</xref>]</sup> and exhibit precisely defined pore morphologies decorated with a high density of functional groups. This unique structure combination creates a confined environment with specific polarity, which energetically and entropically favors the selective partitioning of target ions. Consequently, these biological ion channels enable ultra-rapid transport of specific ions (approximately 10<sup>6</sup>-10<sup>8</sup> ions per second per channel) with exceptional selectivity<sup>[<xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B5">5</xref>]</sup>. This efficient transmembrane ion transport is essential for key physiological processes, including the regulation of electrical potentials, energy production and storage, and signal transmission and processing<sup>[<xref ref-type="bibr" rid="B6">6</xref>]</sup>. </p>
      <p>Nanofluidics<sup>[<xref ref-type="bibr" rid="B7">7</xref>]</sup> aims to mimic the properties and functions of biological ion channels using artificial devices with nanometer or sub-nanometer pores and tunable pore wall chemistry. So far, the fundamental understanding of molecular and ionic transport through (sub) nanopores exhibits great potential in applications demanding highly efficient ionic transport, including desalination, osmotic energy conversion, Li-batteries, and proton conductors<sup>[<xref ref-type="bibr" rid="B7">7</xref>-<xref ref-type="bibr" rid="B9">9</xref>]</sup>. However, the real applications in these fields require moving beyond the passive response of individual nanochannels toward integrated devices or membranes that incorporate high-density channels. Also, intelligent membranes enabling stimulus-responsive ion transport that can be dynamically controlled by external triggers such as pH, electric fields, or light<sup>[<xref ref-type="bibr" rid="B10">10</xref>]</sup> are highly desired. To fabricate such membranes, one of the feasible strategies is to cast or vacuum-filtrate colloidal suspensions of exfoliated nanosheets, such as graphene oxide, MoS<sub>2</sub>, and clay<sup>[<xref ref-type="bibr" rid="B11">11</xref>-<xref ref-type="bibr" rid="B13">13</xref>]</sup>, so that 2D and horizontally aligned nanochannels can be formed within the interlayer space of the resulting lamellar membranes. With these membranes formed from stacked and overlapped 2D nanosheets, the selectivity toward the permeating species can be finely tuned by controlling interlayer spacing and surface chemistry<sup>[<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B15">15</xref>]</sup>. Despite the ease of fabrication, ion transport in these membranes is hindered by long and tortuous lateral pathways, resulting in limited ionic mobility and transmembrane permeance. While vertically realigning the lamellae would shorten the transport route and therefore improve the permeance, the scalable fabrication of such vertically oriented architectures remains elusive<sup>[<xref ref-type="bibr" rid="B16">16</xref>]</sup>. The 2025 Nobel Prize in Chemistry, awarded to three scientists for their work on metal-organic frameworks (MOFs), not only highlights the profound scientific value of MOFs but also brings the entire field of crystalline porous materials to public attention<sup>[<xref ref-type="bibr" rid="B17">17</xref>]</sup>. Over the past decade, 2D organic framework membranes have garnered significant attention for nanofluidic applications due to their ordered pore structures, designer species-to-species selectivity, and large pore volumes enabling high ionic flux<sup>[<xref ref-type="bibr" rid="B18">18</xref>]</sup>. Key classes include 2D MOFs, 2D covalent organic frameworks (COFs), and 2D hydrogen-bonded organic frameworks (HOFs)<sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup>. These materials comprise nanosheets with intrinsically uniform pore structures, featuring tunable pore windows and cage architectures. Therefore, they could serve as good building blocks for constructing crystalline and porous membranes.</p>
      <p>Herein, the state-of-the-art development of 2D organic framework membranes is reviewed [<xref ref-type="fig" rid="fig1">Figure 1</xref>]. We begin with a concise overview of intelligent bionic nanofluidic systems in nature and their artificial counterparts. Next, we outline the key characterization techniques and theoretical frameworks that could measure and understand the confined ion transport in bionic nanochannels. We then overview a few representative examples of 2D organic framework membranes, with an emphasis on their rich chemical diversity, structural tunability, and versatile topological features. Following a discussion on the underlying transport mechanisms, we summarize strategies for scaling up the 2D organic framework building blocks toward macroscopic membranes, and discuss their potential in addressing key challenges in nanofluidic applications requiring highly efficient ion transport. Finally, we conclude with a perspective on the development of bionic 2D organic framework membranes.</p>
      <fig id="fig1" position="float" width="450">
        <label>Figure 1</label>
        <caption>
          <p>Outline of the main topics: bionic 2D organic framework membranes for nanofluidic applications. MOF: Metal-organic framework; COF: covalent organic framework; HOF: hydrogen-bonded organic framework.</p>
        </caption>
        <graphic xlink:href="iontronics2017.fig.1.jpg"/>
      </fig>
    </sec>
    <sec id="sec2">
      <title>FROM NATURAL PROTOTYPES TO ARTIFICIAL ARCHITECTURES</title>
      <p>Biological ion channels represent the gold standard in nanofluidics, achieving a seemingly paradoxical combination of ultra-high selectivity and near-diffusion-limit throughput. For example, potassium ion (K<sup>+</sup>) channels discriminate against sodium (Na<sup>+</sup>) ions by a factor exceeding 10<sup>3</sup>, despite their identical charge and similar hydrated radii<sup>[<xref ref-type="bibr" rid="B5">5</xref>]</sup>. Moreover, these channels maintain ion transport fluxes ~ 10<sup>8</sup> ions per second, near the theoretical diffusion limit and significantly surpassing the performance of current synthetic ion-selective materials<sup>[<xref ref-type="bibr" rid="B20">20</xref>]</sup>. However, replicating this synergy of precision and efficiency in artificial systems remains a paramount challenge in membrane science. </p>
      <sec id="sec2-1">
        <title>Intelligent bionic nanofluidic systems in nature</title>
        <p>After more than 4.6 billion years of evolution, nature has designed a series of intelligent nanofluidic systems. Embedded through cell membranes, biological protein channels act as exquisite regulators of metabolite transport and are indispensable to life<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup>. These structures overcome substantial energy barriers to facilitate long-distance mass transport<sup>[<xref ref-type="bibr" rid="B22">22</xref>]</sup>. Among them, ion channels represent a paradigm of high selectivity, enabling passive yet specific ion permeation. Typical examples include monovalent cation channels such as the TrkH K<sup>+</sup> transporter, which stabilizes the resting membrane potential, and the Nav1.4-<italic>β</italic>1 voltage-gated Na<sup>+</sup> channel, which is responsible for the high-voltage discharges in electric eels<sup>[<xref ref-type="bibr" rid="B23">23</xref>]</sup>. These channels are pivotal in modulating membrane excitability and generating bioelectrical signals. In addition to voltage gating, ligand- and stimulus-responsive mechanisms are equally critical. For instance, calcium-activated chloride channels (CaCCs) open upon elevated intracellular Ca<sup>2+</sup>, driving Cl<sup>-</sup> fluxes that regulate neuronal excitability, muscle contraction, and secretory functions<sup>[<xref ref-type="bibr" rid="B24">24</xref>]</sup>. Similarly, the plant mechanosensitive channel MSL10 transduces mechanical stimuli, such as touch, directly into electrical signals<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup>. Divalent ion channels also play critical roles. For example, the voltage-gated calcium channel Cav1.2 mediates Ca<sup>2+</sup> flux to regulate processes including blood coagulation and muscle contraction, often in coordination with calcium-sensing proteins such as troponin C and calmodulin<sup>[<xref ref-type="bibr" rid="B26">26</xref>]</sup>. Copper homeostasis relies on COPT (Copper Transporter) proteins, which facilitate high-affinity Cu<sup>+</sup> uptake across the plasma membrane, influencing oxidative stress response and iron metabolism<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup>. The CorA channel found in bacterial cells functions as the primary Mg<sup>2+</sup> transporter<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup>. Note that one of the unbeatable advantages of biological systems compared to their artificial counterparts is the exceptional energy efficiency<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. In this context, a striking example is the human brain, which accomplishes sophisticated perception and computational tasks with an estimated power consumption of only 20 W. This remarkable efficiency largely stems from the nonlinear, history-dependent gating mechanisms of ion channel proteins<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup>. Such highly efficient biological transport and signaling mechanisms offer fundamental design principles for developing bionic nanofluidic systems.</p>
      </sec>
      <sec id="sec2-2">
        <title>Artificial bionic nanofluidic devices</title>
        <p>The modern understanding of ion channels could trace back to the seminal 1952 work of Hodgkin and Huxley on the action potential in the squid giant axon, which laid the foundation for decades of research in this field [<xref ref-type="fig" rid="fig2">Figure 2</xref>]. Their theoretical framework proposed that electrical excitability arises from dynamic changes in the axon membrane's permeability to Na<sup>+</sup> and K<sup>+[<xref ref-type="bibr" rid="B30">30</xref>,<xref ref-type="bibr" rid="B31">31</xref>]</sup>. In the following two decades, Armstrong and Hille utilized electrophysiological methods to demonstrate that Na<sup>+</sup> and K<sup>+</sup> ions pass through cell membranes via separate protein channels. Their work introduced fundamental concepts such as selectivity filters for ion discrimination and gating mechanisms for permeability control<sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup>. The patch-clamp recording technique, pioneered by Neher and Sakmann in 1971, enabled the detection of electrical signals from individual ion channels, which is an achievement recognized with the Nobel Prize in Physiology or Medicine in 1991<sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup>. Another breakthrough came in 1998 when MacKinnon resolved the atomic structure of a potassium channel and therefore elucidated the molecular basis of K<sup>+</sup> conduction<sup>[<xref ref-type="bibr" rid="B33">33</xref>]</sup>. The described fundamental understandings gained from biological systems have inspired the development of diverse artificial platforms capable of transmembrane transport of various species and through various mechanisms. The first artificial ion channels were reported in 1982<sup>[<xref ref-type="bibr" rid="B34">34</xref>]</sup>. Later, in the early 2000s, research on regulating ion transport focused primarily on one-dimensional (1D) nanostructures. These early nanofluidic devices typically feature single or a few channels and were fabricated from conventional cleanroom materials like silicon and glass wafers<sup>[<xref ref-type="bibr" rid="B35">35</xref>]</sup>.</p>
        <fig id="fig2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Timeline of advances from natural nanofluidic systems to artificial architectures. MOF: Metal-organic framework; COF: covalent organic framework.</p>
          </caption>
          <graphic xlink:href="iontronics2017.fig.2.jpg"/>
        </fig>
        <p>Understanding molecular transport in confined environments is crucial for understanding the working mechanism of biological systems and also, for the development of technologies for applications such as separation, sensing, and drug delivery. Since 2000, advances in micro-/nanofabrication and nanoscale imaging techniques have propelled nanofluidics, a field dedicated to exploring fluid transport in spaces of 1-100 nm in size, which has become a rapidly expanding global research frontier<sup>[<xref ref-type="bibr" rid="B36">36</xref>]</sup>. With the advent of graphene, the nanofluidics community has sought to use graphene and other 2D inorganic materials for membrane fabrication<sup>[<xref ref-type="bibr" rid="B37">37</xref>]</sup>. To this end, two strategies are generally employed: (1) to perforate (sub) nanopores in the 2D matrix so that combined high selectivity and flow rates are expected from the atomic thickness and the precisely defined nanopores<sup>[<xref ref-type="bibr" rid="B38">38</xref>,<xref ref-type="bibr" rid="B39">39</xref>]</sup>; (2) to assemble the 2D flakes into lamellar membranes and take advantage of the ion-surface interactions<sup>[<xref ref-type="bibr" rid="B40">40</xref>,<xref ref-type="bibr" rid="B41">41</xref>]</sup>. On the other hand, inspired by 2D inorganic nanomaterials, researchers have also pursued the synthesis of organic-based porous materials with tailored pore structures<sup>[<xref ref-type="bibr" rid="B42">42</xref>]</sup>. </p>
        <p>Recent progress in organic framework membranes has enabled highly precise molecular regulation. Sub-nanometer pores in MOFs can drive monovalent ion separation through dehydration, overcoming the standard permeability-selectivity limits<sup>[<xref ref-type="bibr" rid="B43">43</xref>]</sup>. Following a similar structure, COFs utilize engineered pore environments to replicate biological functions, such as thermal sensation and targeted lithium extraction<sup>[<xref ref-type="bibr" rid="B44">44</xref>,<xref ref-type="bibr" rid="B45">45</xref>]</sup>. These organic framework materials have seen rapid development and widespread application in recent years. For instance, COF monolayers with atomically precise pores were introduced in 2022 for osmotic power generation, utilizing their high pore density and tunable surface charges<sup>[<xref ref-type="bibr" rid="B46">46</xref>]</sup>. The following year, rigid covalent triazine framework membranes achieved near-frictionless ion transport through optimized pore-wall interactions, enabling fast-charging aqueous flow batteries<sup>[<xref ref-type="bibr" rid="B47">47</xref>]</sup>. By 2024, confining crown ethers within MOF cavities integrated size sieving and interaction screening to achieve complete ion dehydration and rapid separation<sup>[<xref ref-type="bibr" rid="B48">48</xref>]</sup>. The foundational importance of these architectures was highlighted when the 2025 Nobel Prize in Chemistry was awarded for the development of MOFs<sup>[<xref ref-type="bibr" rid="B17">17</xref>]</sup>. Spurred by continuous advances in organic framework material design and bionic nanofluidics, diverse organic framework membranes are now driving the rapid development of iontronics.</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>BIONIC ION TRANSPORT IN 2D ORGANIC FRAMEWORK NANOFLUIDIC CHANNELS</title>
      <p>Highly selective, rapid, and precisely controllable ion transport is critical for both biological and non-biological processes. Inspired by this, many important transport phenomena and gating mechanisms found in biological systems are now being reproduced using solid-state nanofluidic channels<sup>[<xref ref-type="bibr" rid="B49">49</xref>]</sup>. 2D organic framework featuring continuously interpenetrated pathways, a high density of pores with sub-nanometer size and designer physical and chemical surface properties could provide an ideal playground to realize controllable and rapid selective ion transport<sup>[<xref ref-type="bibr" rid="B50">50</xref>]</sup>. <xref ref-type="table" rid="t1">Table 1</xref> compares the current status of ion transport functions in natural channels <italic>vs.</italic> 2D organic framework membranes<sup>[<xref ref-type="bibr" rid="B20">20</xref>,<xref ref-type="bibr" rid="B51">51</xref>-<xref ref-type="bibr" rid="B60">60</xref>]</sup>. While ion selectivity and ultrafast transport have been convincingly reproduced, their performance remains inferior to biological channels. Gating and rectification are only partially demonstrated with limited performance. Cooperative transport is still largely conceptual. These artificial systems have yet to match the sophistication of their biological counterparts, and further advances in both ion transport mechanisms and characterization techniques are still needed.</p>
      <table-wrap id="t1">
        <label>Table 1</label>
        <caption>
          <p>Comparison of ion transport functions between natural ion channels and 2D organic framework membranes</p>
        </caption>
        <table frame="hsides" rules="groups">
  <tbody>
    <tr>
      <td>
        <bold>Function</bold>
      </td>
      <td>
        <bold>Natural ion channels</bold>
      </td>
      <td>
        <bold>2D organic framework membranes</bold>
      </td>
    </tr>
    <tr>
      <td>Ion selectivity</td>
      <td>KcsA channel: K<sup>+</sup>/Na<sup>+</sup> selectivity (> 1,000)<sup>[<xref ref-type="bibr" rid="B51">51</xref>]</sup>.</td>
      <td>1D MOF-in-2D COF membrane:  K<sup>+</sup>/Na<sup>+</sup> selectivity (82.52)<sup>[<xref ref-type="bibr" rid="B52">52</xref>]</sup></td>
    </tr>
    <tr>
      <td>Ultrafast transport</td>
      <td>KcsA channel: High flux of 10<sup>7</sup> ~ 10<sup>8</sup> ions∙s<sup>-1[<xref ref-type="bibr" rid="B20">20</xref>]</sup></td>
      <td>Quaternary ammonium-group-functionalized COF membranes: OH<sup>-</sup> ion conductivity > 300 mS cm<sup>-1[<xref ref-type="bibr" rid="B53">53</xref>]</sup></td>
    </tr>
    <tr>
      <td>Gating</td>
      <td>Chloride transport (In response to various chemical and electrical stimuli)<sup>[<xref ref-type="bibr" rid="B54">54</xref>]</sup></td>
      <td>Photothermal MOF membrane (In response to light)<sup>[<xref ref-type="bibr" rid="B55">55</xref>]</sup></td>
    </tr>
    <tr>
      <td>Rectification</td>
      <td>Cellular pH stabilization, ATP synthesis<sup>[<xref ref-type="bibr" rid="B56">56</xref>]</sup></td>
      <td><italic>In situ</italic> synthesized HOF ion rectification membrane for osmotic energy harvesting<sup>[<xref ref-type="bibr" rid="B57">57</xref>]</sup></td>
    </tr>
    <tr>
      <td>Cooperative transport</td>
      <td>The KCNN<sub>4</sub> channel (Ca<sup>2+</sup>-activated K<sup>+</sup> channels)<sup>[<xref ref-type="bibr" rid="B58">58</xref>]</sup>, cooperativity between the HCN channels<sup>[<xref ref-type="bibr" rid="B59">59</xref>]</sup></td>
      <td>Crown ether introduced in COF pores<sup>[<xref ref-type="bibr" rid="B60">60</xref>]</sup></td>
    </tr>
  </tbody>
</table>
        <table-wrap-foot>
          <fn id="t1FN1">
            <p>MOF: Metal-organic framework; COF: covalent organic framework; HCN: hyperpolarization-activated cyclic nucleotide-modulated.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
      <sec id="sec3-1">
        <title>Ion transport mechanisms</title>
        <p>Biological ion channels achieve transport rates approaching the diffusion limit while selectively excluding other species<sup>[<xref ref-type="bibr" rid="B33">33</xref>,<xref ref-type="bibr" rid="B61">61</xref>]</sup>. Such performance remains unattainable with current ion-selective materials. To achieve ultrafast permeation, 2D materials offer a distinct advantage: their atomic thickness provides the shortest possible transport path compared to traditional three-dimensional (3D) materials, drastically reducing transport resistance<sup>[<xref ref-type="bibr" rid="B12">12</xref>]</sup>. Meanwhile, several mechanisms have been proposed that could potentially govern this process, including size exclusion, surface charge effects, ion dehydration, <italic>etc.</italic><sup>[<xref ref-type="bibr" rid="B62">62</xref>]</sup>. Replicating all these features in a single synthetic ion channel is unrealistic. Instead, one of the key advantages of artificial nanofluidic systems with respect to their biological counterparts is the structural simplicity enabling ease of fabrication and characterization. In this context, a more realistic developing strategy for man-made nanofluidic systems is to emulate some of the essential functions in biological systems using the simple and ideal nanofluidic pores or channels<sup>[<xref ref-type="bibr" rid="B63">63</xref>]</sup>. Ion transport through these man-made pores or channels is primarily governed by two key factors: channel dimensions and ion-wall interactions.</p>
        <sec id="sec3-1-1">
          <title>Surface charge</title>
          <p>The channel surface plays a pivotal role in governing ion transport behavior. Specifically, the capacity to differentiate between cation and anion movement is regulated by electrostatic interactions mediated by surface charges. These electrostatic charges are driven by the dissociation of surface groups, isomorphic doping, or native crystallographic defects<sup>[<xref ref-type="bibr" rid="B64">64</xref>]</sup>. Once established, these charges interact with the surrounding electrolyte to form an electric double layer (EDL) near the channel walls, which selectively attracts counter-ions and repels co-ions. In nanofluidic systems, this ion selectivity is quantitatively characterized by the Debye screening length (λ<sub>D</sub>), representing the effective thickness of the EDL<sup>[<xref ref-type="bibr" rid="B65">65</xref>]</sup>. When the channel width (d) is comparable to or smaller than λ<sub>D</sub> (d ≤ λ<sub>D</sub>), EDL overlap occurs, leading to robust co-ion exclusion and preferential counter-ion transport. For ionic concentrations from 1 M to 1 μM, λ<sub>D</sub> varies from approximately 1 to 100 nm. This range guides the design of charged nanochannels with dimensions matched to this scale to exploit EDL overlap for improved selectivity<sup>[<xref ref-type="bibr" rid="B66">66</xref>]</sup>. To allow quantitative assessment of the selective transport processes, Zhou <italic>et al.</italic> calculated the potential of mean force (PMF) to quantify ion entry energetics into a nanochannel with bare edges [<xref ref-type="fig" rid="fig3">Figure 3A</xref>]<sup>[<xref ref-type="bibr" rid="B67">67</xref>]</sup>. The modularity of 2D organic frameworks enables the precise design of adaptive surface charges. For example, integrating dipolar benzothiadiazole units into COF nanochannels enables dynamic charge regulation via ion-dipole interactions<sup>[<xref ref-type="bibr" rid="B68">68</xref>]</sup>. Exposure to multivalent anions amplifies the negative surface charge, strengthening EDL overlap and enhancing cation perm-selectivity, whereas multivalent cations can reversibly invert the membrane polarity. This highlights how tailored pore chemistry actively modulates electrostatic interactions for tunable ion selectivity.</p>
          <fig id="fig3" position="float">
            <label>Figure 3</label>
            <caption>
              <p>Ion transport mechanism in bionic nanofluidic channel. (A) Potential of mean force (PMF) and hydration number (N<sub>c</sub>) for Na<sup>+</sup> entering/exiting a nanochannel. (A) Ref.<sup>[<xref ref-type="bibr" rid="B67">67</xref>]</sup> Copyright © 2020 American Chemical Society; (B) Structures of UiO-66-(OH)<sub>2</sub> and UiO-66-(OCH<sub>3</sub>)<sub>2</sub>; (C) Ionic conductance of UiO-66-(OH)<sub>2</sub> and UiO-66-(OCH<sub>3</sub>)<sub>2 </sub>membranes in 100 mM electrolyte solutions; (D) Activation energies governing K<sup>+</sup>/Mg<sup>2+</sup> transport across UiO-66-(OH)<sub>2</sub> and UiO-66-(OMe)<sub>2</sub> frameworks. (B-D) Ref.<sup>[<xref ref-type="bibr" rid="B81">81</xref>]</sup> Copyright © 2024, The Author(s); Schematic Li<sup>+</sup> migration along (E) parallel and vertical pathways with (F) corresponding energy barriers. (E and F) Ref.<sup>[<xref ref-type="bibr" rid="B85">85</xref>]</sup> Copyright © 2025 Wiley-VCH GmbH; (G) Simulation of hydrated ions in 2D nanofluidic channels; (H) The simulation of D<sub>channel</sub>/D<sub>bulk</sub> with d<sub>ion-wall</sub> for various ions and force fields. (G and H) Ref.<sup>[<xref ref-type="bibr" rid="B93">93</xref>]</sup> Copyright © 2025, The Author(s). FF: Force fields; OPLS: optimized potentials for liquid simulations; AA: all-atom BN:boron nitride; D<sub>channel</sub>/D<sub>bulk</sub>: the ion self-diffusivity ratio of 2D nanochannels to bulk water; d<sub>ion-wall</sub>: the distance of ion-wall.</p>
            </caption>
            <graphic xlink:href="iontronics2017.fig.3.jpg"/>
          </fig>
          <p>Notably, ion selectivity persists even when the d exceeds λ<sub>D</sub>, extending to micrometer scales, indicating other mechanisms are involved. In such regimes, selectivity is no longer dictated by EDL overlap, but governed by the Dukhin number (<italic>Du</italic>), which evaluates the competition between ion-selective surface conductance (G<sub>surface</sub>) and non-selective bulk conductance (G<sub>bulk</sub>)<sup>[<xref ref-type="bibr" rid="B69">69</xref>,<xref ref-type="bibr" rid="B70">70</xref>]</sup>:</p>
          <p><disp-formula> <label></label> <tex-math id="E1"> $$ D u=\frac{G_{\text {surface }}}{G_{\text {bulk }}}=\frac{\left|\sigma_{s}\right|}{e c r}=\frac{l_{D u}}{d} $$ </tex-math></disp-formula></p>
          <p>where<italic> σ<sub>s</sub> </italic>is the surface charge density, <italic>c</italic> denotes the bulk salt concentration, <italic>e</italic> is the elementary charge, and <italic>l</italic><sub>Du</sub> is the Dukhin length. Both the <italic>Du</italic> and <italic>l</italic><sub>Du</sub> describe the relative significance of surface and bulk contributions to conductance. When <italic>d</italic> ≤ <italic>l<sub>Du</sub></italic>, surface conductance predominates, resulting in ion-selective transport. Impressively, experimental evidence from micropore systems further confirms that the <italic>Du</italic> can attain values as high as 10 in low-concentration electrolytes, validating the dominant surface conduction in micrometer-scale channels<sup>[<xref ref-type="bibr" rid="B71">71</xref>]</sup>. This indicates that surface conduction remains significant and non-negligible, and even surpasses bulk conduction, especially in dilute solutions. Crucially, this mechanism is expected to guide the design of 2D organic frameworks. The equation implies that maximizing <italic>σ<sub>s</sub></italic> sustains a high <italic>Du</italic> even in enlarged pores. By densely grafting charged functional groups onto 2D pore walls, researchers can exploit surface conduction to simultaneously achieve high ion flux (via wider channels) and precise selectivity, breaking the conventional permeability-selectivity trade-off<sup>[<xref ref-type="bibr" rid="B72">72</xref>]</sup>.</p>
        </sec>
        <sec id="sec3-1-2">
          <title>Channel size and orientation</title>
          <p>Ion selectivity in nanochannels can be achieved by utilizing the effective ionic size in solution. However, this strategy is inadequate for hydrated ions with comparable diameters<sup>[<xref ref-type="bibr" rid="B73">73</xref>]</sup>. Enhanced selectivity occurs when confinement dimensions match or fall below those of hydrated ions<sup>[<xref ref-type="bibr" rid="B74">74</xref>]</sup>. In 2D organic framework membranes, intrinsic pore structures and interlayer spacings define the effective channel length for ion transport. To enter these spaces, ions must overcome a free-energy barrier from partial dehydration or hydration shell reorganization at the channel entrance<sup>[<xref ref-type="bibr" rid="B75">75</xref>]</sup>. </p>
          <p>Shortening the channel length generally enhances ion permeability<sup>[<xref ref-type="bibr" rid="B76">76</xref>]</sup>. Membranes with single-atomic or molecular-layer thickness minimize mass transfer resistance, substantially increasing ion flux<sup>[<xref ref-type="bibr" rid="B77">77</xref>-<xref ref-type="bibr" rid="B79">79</xref>]</sup>. For example, Yang <italic>et al.</italic> designed monolayer COF membranes with well-defined pore structures. When integrated into salinity-gradient power generators using artificial seawater and river water, they delivered output power densities exceeding 200 W cm<sup>-2[<xref ref-type="bibr" rid="B46">46</xref>]</sup>. In such ultrathin membranes, ion transport occurs perpendicular to the surface. In contrast to longer channels, where selectivity primarily arises from interactions between ions and the inner channel walls, the extremely short channel length precludes reliance on wall-mediated effects<sup>[<xref ref-type="bibr" rid="B64">64</xref>]</sup>. Instead, discrimination depends critically on a well-defined charged region surrounding the pore entrance. This suggests that an excessively high density of ion channels may decrease the selectivity of ultrathin membranes, as the interpore regions may become insufficient to sustain effective charge separation<sup>[<xref ref-type="bibr" rid="B80">80</xref>]</sup>. To investigate ion binding and dehydration in sub-nanometer channels of varying sizes, Mo <italic>et al.</italic> designed functionalized UiO-66-(X)<sub>2</sub> membranes with tunable channel dimensions (X = NH<sub>2</sub>, SH, OH, and OCH<sub>3</sub> (OMe)<sup>[<xref ref-type="bibr" rid="B81">81</xref>]</sup>. Changing the functional group from OH to OMe left monovalent cation conductance largely unchanged, while significantly decreasing divalent cation conductance [<xref ref-type="fig" rid="fig3">Figure 3B</xref>-<xref ref-type="fig" rid="fig3">D</xref>]. This indicates that as the channel size decreases, monovalent cation transport is largely unaffected, whereas divalent cation transport is significantly hindered.</p>
          <p>The orientation of nanochannels can also affect the channel length, which can be divided into horizontal and vertical orientations. Vertically oriented membranes, where ions permeate perpendicular to the laminated sheets, exhibit permeability up to three orders of magnitude higher than horizontally oriented ones. This ultrafast transport in vertically aligned channels is attributed to rapid ion entry, increased accessible surface area, and shortened diffusion pathways<sup>[<xref ref-type="bibr" rid="B82">82</xref>,<xref ref-type="bibr" rid="B83">83</xref>]</sup>. In 2D organic frameworks, nanochannel regulation is achieved primarily by designing molecular nodes and linkers within the porous nanosheets. Selecting building units with dimensions matching the molecular size of target species enables precise control over channel size and ion selectivity<sup>[<xref ref-type="bibr" rid="B84">84</xref>]</sup>. Naren <italic>et al.</italic> revealed that lithium ions (Li<sup>+</sup>) migrate within the COF cavities via two distinct pathways: an interlayer vertical channel and an intralayer parallel channel [<xref ref-type="fig" rid="fig3">Figure 3E</xref>]<sup>[<xref ref-type="bibr" rid="B85">85</xref>]</sup>. The activation barrier for vertical migration is only 0.76 eV, less than half the 1.56 eV required for the parallel route, as the enlarged pore aperture relaxes steric constraints imposed by the 0.42 nm interlayer spacing. This enables Li<sup>+</sup> to hop directly through the pore interior rather than between adjacent sheets [<xref ref-type="fig" rid="fig3">Figure 3F</xref>]<sup>[<xref ref-type="bibr" rid="B85">85</xref>]</sup>.</p> </sec> <sec id="sec3-1-3"> <title>Ion size and position</title> <p>Membranes designed for cation separation, desalination, and proton conduction rely fundamentally on precise size exclusion. Under extreme confinement, the transport mechanism is dictated by the relative size between the channel diameter (D<sub>C</sub>) and the ion’s hydration diameter (D<sub>H</sub>). In the regime where D<sub>C</sub> > D<sub>H</sub>, ions translocate freely with their primary solvation shells intact<sup>[<xref ref-type="bibr" rid="B86">86</xref>]</sup>. However, as D<sub>C</sub> scales down (D<sub>C</sub> ≤ D<sub>H</sub>), permeation forces ions to partially or fully shed their hydration shells. This dehydration process imposes a steep thermodynamic energy barrier, shifting transport into an activated translocation regime where permeation rates drop exponentially. In conventional 2D membranes, this steric exclusion implies that larger hydrated ions are either completely blocked or diverted through tortuous interlayer pathways, severely lowering permeability. In contrast, adequately sized species can directly traverse the intrinsic pores of 2D organic framework nanosheets, significantly enhancing permeability. For example, ideal desalination channels are engineered between the diameter of a water molecule (~ 0.28 nm) and typical hydrated ions (0.7-0.9 nm)<sup>[<xref ref-type="bibr" rid="B87">87</xref>]</sup>. Consistent with this, Corry <italic>et al.</italic> demonstrated that the precise cut-off size for NaCl rejection strictly falls within the 0.6-0.8 nm range<sup>[<xref ref-type="bibr" rid="B88">88</xref>]</sup>. Consequently, tailoring channel dimensions to exploit this hydration-dependent energy barrier, often in combination with specific pore functionalization to further modulate transport<sup>[<xref ref-type="bibr" rid="B89">89</xref>]</sup>, remains the primary strategy for achieving precise ion sieving.</p> <p>When ions pass through neutrally charged pores, their hydration shells size plays a decisive role in ion transport. Zhao <italic>et al.</italic> demonstrated that K<sup>+</sup> and Cl<sup>-</sup> cannot permeate neutral pores with a 2 Å diameter, whereas both ions readily traverse 8 Å pores<sup>[<xref ref-type="bibr" rid="B90">90</xref>]</sup>. To allow ions to pass while retaining their hydration shells, pore diameters must exceed approximately 7 Å. In larger neutral pores, ionic transport is primarily limited by access resistance at the pore entrances and exits, well described by continuum electrokinetic theory<sup>[<xref ref-type="bibr" rid="B91">91</xref>,<xref ref-type="bibr" rid="B92">92</xref>]</sup>. Additionally, ion diffusion in 2D nanochannels is position-dependent. Liao <italic>et al.</italic> used molecular-dynamics simulations with multiple force fields to reveal a linear correlation between the diffusivity of ions with small first hydration shell (HS) radius (≤ rHS of K<sup>+</sup>) and their distance from the channel wall (d<sub>ion-wall</sub>)<sup>[<xref ref-type="bibr" rid="B93">93</xref>]</sup>. When d<sub>ion-wall</sub> is large, D<sub>channel</sub>/D<sub>bulk</sub> > 1. In contrast, for large rHS ions such as K<sup>+</sup>, Rb<sup>+</sup> and Cs<sup>+</sup>, D<sub>channel</sub>/D<sub>bulk</sub> remains constant and is insensitive to d<sub>ion-wall</sub> [<xref ref-type="fig" rid="fig3">Figure 3G</xref> and <xref ref-type="fig" rid="fig3">H</xref>]<sup>[<xref ref-type="bibr" rid="B93">93</xref>]</sup>. Quantitative analysis further elucidated the underlying physics by linking fundamental quantities, involving the water free-energy landscape around the ion, water residence time in the hydration shell, and the water-ion friction coefficient. As ion position can be tuned by external electric or magnetic fields, this mechanism offers a promising route to regulate ionic transport in 2D nanochannels for various applications<sup>[<xref ref-type="bibr" rid="B29">29</xref>,<xref ref-type="bibr" rid="B94">94</xref>]</sup>.</p> </sec> </sec> <sec id="sec3-2"> <title>Characterization techniques</title> <p>The characterization of ion transport at the nanoscale has evolved significantly over the past two decades, driven by advances in nanofabrication and sensing technologies. Despite early progress in solid-state physics, systematic hydrodynamic and transport studies in confined fluidic environments remain challenging due to fabrication precision and signal-detection limitations<sup>[<xref ref-type="bibr" rid="B7">7</xref>]</sup>. Current methodologies can be broadly categorized into three classes: vesicle-based assays, conventional nanofluidic devices, and electrophysiological techniques [<xref ref-type="fig" rid="fig4">Figure 4</xref>].</p> <fig id="fig4" position="float"> <label>Figure 4</label> <caption> <p>Classification of Characterization techniques for ion transport in nanofluidic channels. Schematic of (A) pH-sensitive HPTS assay, (B) SPQ assay. (A and B) Ref.<sup>[<xref ref-type="bibr" rid="B98">98</xref>]</sup> Copyright © 2023 Wiley-VCH GmbH; (C) Schematic of an ion-conductance flow cell. (C) Ref.<sup>[<xref ref-type="bibr" rid="B101">101</xref>]</sup> Copyright © 2012, American Chemical Society; (D) Schematic of basic components of the patch-clamp technique. HPTS: Pyranine; SPQ: 6-methoxy-N-(3-sulfopropyl)quinolinium.</p> </caption> <graphic xlink:href="iontronics2017.fig.4.jpg"/> </fig> <p>Unilamellar vesicles, classified as small (SUVs, 20-100 nm), large (LUVs, 100-1,000 nm), or giant (GUVs, 1-200 μm), are widely used platforms for studying membrane protein-mediated ion transport<sup>[<xref ref-type="bibr" rid="B95">95</xref>,<xref ref-type="bibr" rid="B96">96</xref>]</sup>. SUVs and LUVs are favored for their ease of preparation, though their high curvature may artificially enhance transport rates. In contrast, GUVs mimic cellular dimensions and enable direct visualization via microscopy, thereby facilitating real-time imaging of channel insertion and membrane dynamics<sup>[<xref ref-type="bibr" rid="B97">97</xref>]</sup>. Fluorescent probes offer sensitive, real-time monitoring of ion flux. The pH-sensitive fluorescent dye HPTS (pyranine) detects H<sup>+</sup>/OH<sup>-</sup> movement across membranes, while SPQ [6-methoxy-N-(3-sulfopropyl)quinolinium] assesses anion permeability [<xref ref-type="fig" rid="fig4">Figure 4A</xref> and <xref ref-type="fig" rid="fig4">B</xref>]<sup>[<xref ref-type="bibr" rid="B98">98</xref>]</sup>. Other commonly used dyes include Lucigenin (halide-sensitive), Safranin O (membrane potential indicator), and CF/calcein (integrity markers), which exhibit concentration-dependent fluorescence changes upon pore formation or leakage<sup>[<xref ref-type="bibr" rid="B95">95</xref>,<xref ref-type="bibr" rid="B99">99</xref>]</sup>. These assays typically establish ion gradients across lipid bilayers, and fluorescence changes following channel introduction allow kinetic analysis of transport activity<sup>[<xref ref-type="bibr" rid="B98">98</xref>,<xref ref-type="bibr" rid="B100">100</xref>]</sup>. Their simplicity, broad probe compatibility, and intuitive readouts make vesicle systems a versatile tool for evaluating diverse ion-conducting materials.</p>
        <p>In a conventional nanofluidic ion transport experiment, devices separate two electrolyte-filled reservoirs, each with an electrode [<xref ref-type="fig" rid="fig4">Figure 4C</xref>]<sup>[<xref ref-type="bibr" rid="B101">101</xref>]</sup>. Electrode-based detection is the most common technique due to its simplicity. For aqueous systems, silver-silver chloride electrodes are preferred for stability and low capacitive interference. For solvents like ionic liquids, platinum electrodes are suitable<sup>[<xref ref-type="bibr" rid="B102">102</xref>]</sup>. A major challenge encountered in single-pore studies is measuring tiny ion currents generated by driving forces<sup>[<xref ref-type="bibr" rid="B73">73</xref>]</sup>, such as electric fields, pressure, or concentration gradients<sup>[<xref ref-type="bibr" rid="B103">103</xref>]</sup>. In these setups, the same electrodes apply the voltage and record the current. Drawing analogies to neuromorphic computing, novel setups for nanofluidic memristors mimic biological transport, enabling computational operations<sup>[<xref ref-type="bibr" rid="B104">104</xref>]</sup>. Beyond electrode-based methods, optical techniques also probe ionic transport<sup>[<xref ref-type="bibr" rid="B105">105</xref>]</sup>. Additionally, ion concentration can be quantified via inductively coupled plasma mass spectrometry using calibration curves correlating conductivity with concentration<sup>[<xref ref-type="bibr" rid="B106">106</xref>]</sup>.</p>
        <p>Electrophysiological techniques, including the patch-clamp and bilayer lipid membrane (BLM) methods, are of considerable significance when integrated with biological and nanofluidic electrochemical analyses. The patch-clamp technique employs a fine glass pipette applied to the cell membrane to measure ionic currents passing through embedded ion channels [<xref ref-type="fig" rid="fig4">Figure 4D</xref>]<sup>[<xref ref-type="bibr" rid="B107">107</xref>,<xref ref-type="bibr" rid="B108">108</xref>]</sup>. It offers high spatial and temporal resolution for real-time monitoring of ion transport. This enables precise detection of current fluctuations during channel activation and deactivation, facilitating molecular-scale analysis of current thresholds, gating probabilities, and other single-channel characteristics. Despite its efficacy in living cells, this method is limited by technical complexity and high costs. In contrast, the BLM approach examines ion transport through individual channels or nanopores in synthetic planar lipid bilayers. Although signals can arise from non-channel molecules, ion currents recorded in BLM experiments are considered the most direct evidence of functional channel formation<sup>[<xref ref-type="bibr" rid="B95">95</xref>]</sup>. In a standard setup, cis and trans chambers are connected to the amplifier headstage via KCl-agar bridges and Ag/AgCl electrodes. Channel molecules are introduced into the cis side, and an applied potential drives ion flux across the membrane. The resulting current response is recorded in real time, with a representative trace. The channel exhibits two distinct states, which are closed at negative voltages and open at positive voltages. At intermediate voltages, it interconverts repeatedly between these two states<sup>[<xref ref-type="bibr" rid="B109">109</xref>]</sup>.</p>
        <p>Resolving confined ion transport requires a careful consideration of technique-specific boundaries and limitations. Vesicle-based assays excel at high-throughput ensemble screening within lipid environments, but they lack single-channel resolution and high membrane curvature can artificially alter transport kinetics. Conventional nanofluidic devices accommodate diverse driving forces like pressure and concentration gradients, yet they struggle to detect tiny currents and fail to resolve localized spatial variations within heterogeneous structures. Electrophysiological techniques deliver unmatched spatial and temporal resolution for single-channel gating dynamics, but suffer from high technical complexity and bilayer fragility.</p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>ENGINEERING 2D ORGANIC FRAMEWORK NANOFLUIDIC MEMBRANES</title>
      <p>The preparation of 2D organic framework membranes typically involves two steps. The first step is the synthesis of single-layer frameworks with tailored structures, which can be engineered to incorporate pores of diverse sizes and shapes, thereby significantly enhancing topological diversity. In the second step, these 2D materials are assembled into macroscopic membranes using various fabrication techniques<sup>[<xref ref-type="bibr" rid="B110">110</xref>]</sup>. </p>
      <sec id="sec4-1">
        <title>Typical structures of 2D organic framework nanofluidic membranes</title>
        <p>2D organic materials, including 2D MOFs, COFs, and HOFs, are generally synthesized via bottom-up approaches. This enables precise structural control so that ion transport through the high-density pores in the basal planes can be measured and the underlying structure-property relationship can be elucidated. <xref ref-type="fig" rid="fig5">Figure 5</xref> compares the typical structures and synthetic strategies of MOF, COF, and HOF. The capacity of these organic frameworks to emulate natural ion channels is inherently rooted in reticular design principles. By linking specific molecular building blocks through defined interactions, this methodology allows researchers to rationally build frameworks with predetermined topologies. This predictable assembly generates robust and customizable crystalline frameworks, making it possible to precisely design materials that mimic biological ion channels<sup>[<xref ref-type="bibr" rid="B111">111</xref>,<xref ref-type="bibr" rid="B112">112</xref>]</sup>.</p>
        <fig id="fig5" position="float">
          <label>Figure 5</label>
          <caption>
            <p>Typical structural and synthesis comparison of MOF, COF, and HOF. MOF: Metal-organic framework; COF: covalent organic framework; HOF: hydrogen-bonded organic framework.</p>
          </caption>
          <graphic xlink:href="iontronics2017.fig.5.jpg"/>
        </fig>
        <sec id="sec4-1-1">
          <title>2D MOFs</title>
          <p>MOFs are porous crystalline materials composed of metal nodes coordinated by organic linkers. Unlike 3D counterparts, 2D MOFs feature layered structures with in-plane connectivity<sup>[<xref ref-type="bibr" rid="B113">113</xref>]</sup>. They offer large surface areas, tunable pore structures, and well-defined topological networks, including honeycomb (<italic>hcb</italic>), four-eight square (<italic>fes</italic>), square (<italic>sql</italic>), kagomé (<italic>kgm</italic>), and hexagonal (<italic>hxl</italic>) [<xref ref-type="fig" rid="fig6">Figure 6A</xref>]<sup>[<xref ref-type="bibr" rid="B114">114</xref>]</sup>. Rational design often relies on transition metals with predictable coordination geometries, such as Cu<sup>2+</sup> and Zn<sup>2+</sup>, combined with rigid organic ligands. Porphyrin derivatives are effective building blocks for 2D networks due to their structural rigidity, high connectivity, and planar conjugated macrocyclic frameworks<sup>[<xref ref-type="bibr" rid="B115">115</xref>,<xref ref-type="bibr" rid="B116">116</xref>]</sup>. Additionally, combining trigonal ligands with square-planar metal centers enables hexagonal layered MOFs<sup>[<xref ref-type="bibr" rid="B117">117</xref>]</sup>. These tailored 2D MOFs exhibit unique functionalities, such as mixed ionic-electronic conductors. For instance, Roh <italic>et al.</italic> showed that grafting ionophilic ethylene glycol (EG) groups onto a conductive MOF (cMOF) backbone enables high ionic conductivity (1.1 × 10<sup>-4</sup> S/cm) [<xref ref-type="fig" rid="fig6">Figure 6B</xref> and <xref ref-type="fig" rid="fig6">C</xref>]<sup>[<xref ref-type="bibr" rid="B118">118</xref>]</sup>. This exemplifies how side-chain engineering can decouple and control ionic and electronic transport<sup>[<xref ref-type="bibr" rid="B118">118</xref>]</sup>.</p>
          <fig id="fig6" position="float" width="450">
            <label>Figure 6</label>
            <caption>
              <p>Typical 2D MOFs, 2D COFs and 2D HOFs structure-property correlations. (A) Schematic of some typical topologies of 2D MOFs networks: <italic>sql</italic>, <italic>hcb</italic>, <italic>hxl</italic>, <italic>fes</italic>, and <italic>kgm</italic>. (A) Ref.<sup>[<xref ref-type="bibr" rid="B114">114</xref>]</sup> Copyright © 2020 WILEY-VCH Verlag GmbH &amp; Co. KGaA, Weinheim; (B) Illustration of Ni-MOF geometry. (C) Ionic conductivity of Ni-MOFs. (B and C) Ref.<sup>[<xref ref-type="bibr" rid="B118">118</xref>]</sup> Copyright © 2025, American Chemical Society; (D) Solvothermal synthetic reaction of the COF-DT membrane from TAPB and DHTA. (E) Ion conductance as a function of KCl concentration at pH = 12.3. (F) pH-responsive ion-gating of COF-DT membranes. (D-F) Ref.<sup>[<xref ref-type="bibr" rid="B122">122</xref>]</sup> Copyright © 2021 Wiley-VCH GmbH; (G) PFC-1 crystal structure of channel and porous framework. (H) N<sub>2</sub> adsorption isotherms for as-synthesized and solution-treated PFC. (G and H) Ref.<sup>[<xref ref-type="bibr" rid="B123">123</xref>]</sup> Copyright © 2018 Wiley-VCH Verlag GmbH &amp; Co. KGaA, Weinheim.<italic> sql</italic>: square; <italic>hcb</italic>: honeycomb;<italic> hxl</italic>: hexagonal; <italic>fes</italic>: four-eight square;<italic> kgm</italic>: kagomé; EG: ethylene glycol; TAPB: 1, 3, 5-tris (4-aminophenyl)-benzene; DHTA: (2, 5-dihydroxy-1, 4-benzenedicarboxaldehyde; COF-DT: a covalent organic framework synthesized from DHTA and TAPB; PFC: porous materials from the Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences; MOF: metal-organic framework; COF: covalent organic framework; HOF: hydrogen-bonded organic framework.</p>
            </caption>
            <graphic xlink:href="iontronics2017.fig.6.jpg"/>
          </fig>
        </sec>
        <sec id="sec4-1-2">
          <title>2D COFs</title>
          <p>2D COFs are an emerging class of porous crystalline materials featuring layered architectures formed via covalent bonding between π-conjugated building blocks<sup>[<xref ref-type="bibr" rid="B119">119</xref>]</sup>. Unlike graphene oxide (GO), graphene, molybdenum disulfide (MoS<sub>2</sub>), or boron nitride (BN), 2D COFs possess intrinsic nanopores serving as nanochannels for efficient molecular and ion transport<sup>[<xref ref-type="bibr" rid="B120">120</xref>]</sup>. Realizing functional 2D COFs for nanofluidics requires precise pore engineering to establish structure-property relationships. This typically involves two strategies: (1) tailoring the pore chemistry by selecting linkages and framework units; (2) controlling the pore size, geometry, and arrangement by assembling building units with defined shapes. For the first strategy, choosing dynamic covalent bonds, such as B-O or C=N linkages, critically affects the stability and crystallinity<sup>[<xref ref-type="bibr" rid="B121">121</xref>]</sup>. Additionally, incorporating substituent groups, metal clusters, or heteroatoms via predesign or post-synthetic modification enables customization. Regarding the second strategy, common geometries include trigonal, tetragonal, hexagonal, and rhombic ones, which are formed by combinations such as C<sub>3</sub> + C<sub>2</sub>, C<sub>4</sub> + C<sub>2</sub>, C<sub>2</sub> + C<sub>2</sub>,<sub> </sub>or 'T'+’C<sub>2</sub><sup>[<xref ref-type="bibr" rid="B119">119</xref>]</sup>. For instance, a COF-DT membrane with pH-responsive gating behavior was fabricated by designing a C<sub>3</sub> + C<sub>2</sub> topology functionalized with hydroxyl groups [<xref ref-type="fig" rid="fig6">Figure 6D</xref>-<xref ref-type="fig" rid="fig6">F</xref>]<sup>[<xref ref-type="bibr" rid="B122">122</xref>]</sup>.</p>
        </sec>
        <sec id="sec4-1-3">
          <title>2D HOFs</title>
          <p>2D HOFs are porous materials assembled via hydrogen bonding and other noncovalent interactions, including π-π stacking and van der Waals forces<sup>[<xref ref-type="bibr" rid="B123">123</xref> <xref ref-type="bibr" rid="B124">124</xref>]</sup>. While sharing some common structural features with MOFs and COFs, 2D HOFs are constructed via weak, reversible hydrogen bonds, endowing them with distinctive properties like self-healing, mild synthesis conditions, and solution processability. The synthesis of HOFs typically proceeds under ambient conditions via solvent evaporation-induced recrystallization, facilitated by high precursor solubility in organic solvents. Moreover, hydrogen bond flexibility and reversibility contribute to the regeneration of HOFs<sup>[<xref ref-type="bibr" rid="B125">125</xref>]</sup>. In 2D HOFs, stability is often enhanced by incorporating building blocks with extended π-conjugated systems. These frameworks benefit from synergistic in-plane hydrogen bonding and out-of-plane π-π stacking. Typically, organic units assemble via hydrogen bonds into 2D layers, which then stack via π-π interactions to form 3D architectures with 1D open channels aligned along the stacking direction. Among reported topologies, the 2D <italic>sql</italic> is most commonly used for stable 2D HOFs<sup>[<xref ref-type="bibr" rid="B126">126</xref>,<xref ref-type="bibr" rid="B127">127</xref>]</sup>. Liu <italic>et al.</italic> synthesized PFC-1 from 1,3,6,8-tetrakis(p-benzoic acid)pyrene (H<sub>4</sub>TBAPy), a building block with a π-conjugated pyrene core and four benzoic acid arms. Each H<sub>4</sub>TBAPy unit connects to four neighbors via cyclic carboxylic acid dimers, forming 2D <italic>sql</italic> hydrogen-bonded sheets<sup>[<xref ref-type="bibr" rid="B123">123</xref>]</sup>. These sheets stack in an AA mode along the [100] direction via π-π interactions (interlayer spacing ≈ 3.34 Å), generating 1D square channels (~ 18 × 23 Å) within a 3D open framework [<xref ref-type="fig" rid="fig6">Figure 6G</xref>]. The material exhibits a BET surface area of 2,122 m<sup>2</sup> g<sup>-1</sup> and retains crystallinity after immersion in concentrated HCl for 117 days [<xref ref-type="fig" rid="fig6">Figure 6H</xref>]<sup>[<xref ref-type="bibr" rid="B123">123</xref>]</sup>.</p>
          <p>In summary, while MOFs, COFs, and HOFs share substantial surface areas, tunable pore structures, and an excellent capacity for surface functionalization, their distinct intrinsic bonding interactions fundamentally drive differences in structural stabilities and ion transport mechanisms<sup>[<xref ref-type="bibr" rid="B128">128</xref>,<xref ref-type="bibr" rid="B129">129</xref>]</sup>. Assembled via coordination bonds, MOF membranes provide exceptional chemical diversity. Their specific transport pathways and selectivity are heavily governed by controllable host-guest interactions at open metal centers and versatile organic linkers<sup>[<xref ref-type="bibr" rid="B130">130</xref>]</sup>. COF membranes are bridged by robust covalent bonds, granting them high chemical stability essential for practical precision separations. 2D COFs typically feature rigid, vertically aligned one-dimensional channels that minimize transport resistance, enabling ultrafast ion flow and precise steric sieving to overcome the permeability-selectivity trade-off<sup>[<xref ref-type="bibr" rid="B131">131</xref>]</sup>. Meanwhile, HOFs are assembled through non-covalent interactions, resulting in highly biocompatible and dynamic pore structures that naturally govern their transport behaviors. Specifically, continuous hydrogen-bonded networks formed by Brønsted acid-base pairs serve as intrinsic conduits for efficient proton conduction, while specific functional sites like unprotonated carboxylic groups endow the membranes with remarkable ion selectivity<sup>[<xref ref-type="bibr" rid="B132">132</xref>,<xref ref-type="bibr" rid="B133">133</xref>]</sup>.</p>
          <p>Despite the inherent advantages described above, specific dynamic linkages within COFs and the fundamentally weaker non-covalent networks of HOFs can still face degradation under extreme, long-term operational conditions. To address these bottlenecks, the chemical durability of imine-linked COFs prone to hydrolytic cleavage can be secured through stepwise post-synthetic functionalization into amide and pyridine N-oxide groups, which successfully preserves structural crystallinity even after 24-h exposure to 10 M strong acids and bases<sup>[<xref ref-type="bibr" rid="B134">134</xref>]</sup>. Alternatively, a linkage-encoding strategy embeds fully conjugated enaminone bonds into the backbone, allowing the membrane to maintain its macroscopic morphology, long-range order completely, and vertically aligned nanochannels after 24-hour immersion in 12 M sulfuric acid at 110 °C or 5 M potassium hydroxide, drastically outperforming conventional imine or incompletely tautomerized ketoenamine networks<sup>[<xref ref-type="bibr" rid="B135">135</xref>]</sup>. For HOFs, permanent porosity can be stabilized against activation collapse by incorporating cooperative hydrogen bonding and π-π interactions to lock the organic building units<sup>[<xref ref-type="bibr" rid="B133">133</xref>]</sup>. For instance, incorporating metal ions into porphyrin frameworks yields robust architectures that maintain structural integrity under 270 °C thermal stress and remain crystalline in concentrated hydrochloric acid for 24 h<sup>[<xref ref-type="bibr" rid="B136">136</xref>]</sup>. These organic framework membranes exhibit distinct intrinsic advantages and limitations, which directly determine their optimal application scenarios [<xref ref-type="table" rid="t2">Table 2</xref>]<sup>[<xref ref-type="bibr" rid="B137">137</xref>-<xref ref-type="bibr" rid="B140">140</xref>]</sup>.</p>
          <table-wrap id="t2">
            <label>Table 2</label>
            <caption>
              <p>Systematic comparison of 2D MOF, COF and HOF membranes<sup>[<xref ref-type="bibr" rid="B137">137</xref>-<xref ref-type="bibr" rid="B140">140</xref>]</sup></p>
            </caption>
            <table frame="hsides" rules="groups">
  <tbody>
    <tr>
      <td>
        <bold>Materials</bold>
      </td>
      <td>
        <bold>Advantages</bold>
      </td>
      <td>
        <bold>Disadvantages</bold>
      </td>
      <td>
        <bold>Optimal applicable scenarios</bold>
      </td>
    </tr>
    <tr>
      <td>2D MOF<sup>[<xref ref-type="bibr" rid="B137">137</xref>-<xref ref-type="bibr" rid="B140">140</xref>]</sup></td>
      <td>Precise pore size control</td>
      <td>Low scalability</td>
      <td>Osmotic power generation, proton conductor</td>
    </tr>
    <tr>
      <td>2D COF<sup>[<xref ref-type="bibr" rid="B137">137</xref>-<xref ref-type="bibr" rid="B140">140</xref>]</sup></td>
      <td>High stability</td>
      <td>Low structural flexibility</td>
      <td>Energy storage, water desalination</td>
    </tr>
    <tr>
      <td>2D HOF<sup>[<xref ref-type="bibr" rid="B137">137</xref>]</sup></td>
      <td>Facile synthesis</td>
      <td>Low stability</td>
      <td>Biomedical</td>
    </tr>
  </tbody>
</table>
            <table-wrap-foot>
              <fn id="t2FN1">
                <p>MOF: Metal-organic framework; COF: covalent organic framework; HOF: hydrogen-bonded organic framework.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </sec>
      </sec>
      <sec id="sec4-2">
        <title>Representative membrane assembly strategies</title>
        <p>Practical application of crystalline porous materials requires integrating them into membranes via tailored fabrication methods that preserve structural order and functionality. For instance, COFs feature highly ordered and densely aligned pore structures, which require tailored membrane fabrication techniques to fully exploit their capabilities. Meanwhile, developing effective methods to minimize defects in polycrystalline membranes is crucial for achieving high separation performance. Furthermore, improving the adhesion or interfacial bonding between the selective layer and the substrate is critical to ensure mechanical stability. This section reviews strategies for fabricating high-performance crystalline porous membranes. </p>
        <sec id="sec4-2-1">
          <title>Solution processing</title>
          <p>Solution processing is ideal for fabricating membranes from organic framework materials with good solvent dispersibility and stability<sup>[<xref ref-type="bibr" rid="B141">141</xref>]</sup>. Among solution-based methods, vacuum filtration is particularly efficient and scalable for producing 2D organic framework membranes. For instance, Jian <italic>et al.</italic> exfoliated 2D monolayer nanosheets of an aluminum tetra-(4-carboxyphenyl) porphyrin framework (Al-MOF)<sup>[<xref ref-type="bibr" rid="B142">142</xref>]</sup>. Then they assembled an ultrathin, continuous Al-MOF membrane by vacuum filtering a dilute nanosheet suspension onto an anodic aluminum oxide (AAO) support<sup>[<xref ref-type="bibr" rid="B142">142</xref>]</sup>. In polar solvents, HOFs evolve into small particles while retaining intrinsic crystalline order due to surface polar groups (e.g., -NH<sub>2</sub>, -COOH) that do not participate in the internal hydrogen-bonding network. These exposed groups interact effectively with polar solvents like N-methylpyrrolidone (NMP), Dimethyl sulfoxide (DMSO), and N, N-dimethylformamide (DMF), enabling homogeneous dispersion and high-quality membrane fabrication<sup>[<xref ref-type="bibr" rid="B133">133</xref>,<xref ref-type="bibr" rid="B143">143</xref>]</sup>. However, solution processing via vacuum filtration requires large nanosheets to exceed substrate pore sizes for effective retention, which induces rapid, forced deposition and misaligned assembly. Although individual flakes preserve their intrinsic crystallinity, the macroscale structure suffers from disordered amorphous voids between layers<sup>[<xref ref-type="bibr" rid="B144">144</xref>]</sup>. To address this limitation, Duan <italic>et al.</italic> used hydrophilic polymers, polyvinyl alcohol (PVA) and polyethylene glycol (PEG), to form multiple-site hydrogen bonding with HOF monomers, namely, 1,2,4,5-tetrakis(4-carboxyphenyl)benzene (TCPB)<sup>[<xref ref-type="bibr" rid="B145">145</xref>]</sup>. The flexible polymer chains promoted tight stacking during vacuum filtration, enhancing the crystallinity and stability of the resulting lamellar membranes [<xref ref-type="fig" rid="fig7">Figure 7A</xref> and <xref ref-type="fig" rid="fig7">B</xref>]<sup>[<xref ref-type="bibr" rid="B145">145</xref>]</sup>.</p>
          <fig id="fig7" position="float">
            <label>Figure 7</label>
            <caption>
              <p>(A) Synthesis of HOF-TCPB nanosheets and PolyHOF membrane. (B) TEM images of HOF-TCPB nanosheets. (A and B) Ref.<sup>[<xref ref-type="bibr" rid="B145">145</xref>]</sup> © The Author(s) 2025. Published by Tsinghua University Press; (C) Preparation of HOF@AAO membrane through a solution-casting approach. (D) Top-view SEM of HOF-BTB@AAO membrane. (C and D) Ref.<sup>[<xref ref-type="bibr" rid="B143">143</xref>]</sup> Copyright © 2024, The Author(s). HOF: Hydrogen-bonded organic framework; BTB: 1,3,5-Tris(4-carboxyphenyl)benzene; TCPB: 1,2,4,5-tetrakis(4-carboxyphenyl)benzene; AAO: anodic aluminum oxide; SEM:  scanning electron microscope.</p>
            </caption>
            <graphic xlink:href="iontronics2017.fig.7.jpg"/>
          </fig>
          <p>In addition to vacuum filtration, Sun <italic>et al.</italic> pioneered solution-processing HOF membranes by optimizing precipitation conditions<sup>[<xref ref-type="bibr" rid="B146">146</xref>]</sup>. They constructed a flexible and stable HOF (UPC-HOF-6) using a triangular building block, 4′,4′′,4′′′-nitrilotris[([1,1′-biphenyl]-4-diaminotriazine)] (NBP-DAT). The UPC-HOF-6 was dissolved in DMSO at various concentrations and coated onto AAO substrates<sup>[<xref ref-type="bibr" rid="B146">146</xref>]</sup>. To elucidate the solution processability of well-defined HOFs, Yin <italic>et al.</italic> investigated the aggregation of a porous and crystalline HOF material (HOF-BTB) dispersed in solvent [<xref ref-type="fig" rid="fig7">Figure 7C</xref>]<sup>[<xref ref-type="bibr" rid="B143">143</xref>]</sup>. Cryo-electron microscopy showed that the nanoscale fragments (10-150 nm) retained the bulk crystal structure. On the basis of these insights, a highly crystalline and continuous HOF membrane was successfully fabricated on macroporous AAO disks [<xref ref-type="fig" rid="fig7">Figure 7D</xref>], demonstrating the broad applicability of the described approach for different HOFs, solvents, and substrates<sup>[<xref ref-type="bibr" rid="B143">143</xref>]</sup>. Despite its versatility, solution processing requires meticulous optimization to minimize residual solvent-induced defects that could cause pore blockage and compromise membrane performance.</p>
        </sec>
        <sec id="sec4-2-2">
          <title>Interfacial polymerization</title>
          <p>Interfacial polymerization (IP) is a facile, scalable method for fabricating large-area thin films for 2D COF membranes. This technique exploits reactions at liquid-liquid interfaces to generate continuous membranes with controlled thickness and morphology. Dey <italic>et al.</italic> pioneered a bottom-up interfacial crystallization strategy for COF membrane fabrication, wherein an aldehyde linker was dissolved in dichloromethane (organic phase) and then reacted with an amine monomer in water (aqueous phase) [<xref ref-type="fig" rid="fig8">Figure 8A</xref>]<sup>[<xref ref-type="bibr" rid="B147">147</xref>]</sup>. Slow diffusion at the interface yielded crystalline Tp-Bpy membranes, enabling simultaneous control over crystallization kinetics and morphology [<xref ref-type="fig" rid="fig8">Figure 8B</xref>]<sup>[<xref ref-type="bibr" rid="B147">147</xref>]</sup>. Similarly, Zhu <italic>et al.</italic> utilized IP to coordinate metal ions within a COF film, reorienting random nanochannels into axially aligned arrays that boosted ion selectivity and permeability for osmotic energy and nanofluidic applications<sup>[<xref ref-type="bibr" rid="B148">148</xref>]</sup>. Besides separating the two monomers into distinct phases, Matsumoto <italic>et al.</italic> co-dissolved both amine and aldehyde monomers in a single organic phase with a Lewis acid catalyst Sc(OTf)<sub>3</sub> in the aqueous phase<sup>[<xref ref-type="bibr" rid="B149">149</xref>]</sup>. IP at the phase boundary yielded continuous 2D imine-linked COF films with lateral dimensions limited only by the vessel size. By tuning monomer concentration, film thickness was controlled from 10 µm down to 2.5 nm<sup>[<xref ref-type="bibr" rid="B149">149</xref>]</sup>.</p>
          <fig id="fig8" position="float">
            <label>Figure 8</label>
            <caption>
              <p>Construction of 2D organic framework membranes through IP. (A) Interfacial crystallization scheme for Tp-Bpy COF film formation; (B) X-ray diffraction patterns of Tp-Bpy COF thin films with inset image of freestanding thin films. (A and B) Ref.<sup>[<xref ref-type="bibr" rid="B147">147</xref>]</sup> Copyright © 2020 The Authors; (C and D) Roll-to-roll PMIP fabrication and continuity/crystallinity heat map of Zr-fum-MOF membranes. (C and D) Ref.<sup>[<xref ref-type="bibr" rid="B152">152</xref>]</sup> Copyright © 2020 The Authors. RT: Room temperature; Tp: 1,3,5-triformylphloroglucinol; Bpy: 2,2′-bipyridine-5,5′-diamine; IP: interfacial polymerization; PMIP: preformed metal cluster interfacial polymerization; COF: covalent organic framework.</p>
            </caption>
            <graphic xlink:href="iontronics2017.fig.8.jpg"/>
          </fig>
          <p>The IP method has been extensively employed in the construction of COF membranes. In MOF synthesis, it has mainly focused on low-valent metal cations that are readily activated at low temperatures, such as Zeolitic Imidazolate Framework-8 (ZIF-8)<sup>[<xref ref-type="bibr" rid="B150">150</xref>]</sup>. Synthesizing high-valent cluster-based<bold> </bold>MOF membranes (e.g., Zr, Cr, Fe) remains challenging due to high energy barriers and complex formation mechanisms<sup>[<xref ref-type="bibr" rid="B151">151</xref>]</sup>. To overcome this difficulty, Sun <italic>et al.</italic> employed pre-synthesized metal clusters (e.g., Zr-clusters), circumventing energy-intensive <italic>in situ</italic> formation. Combined with roll-to-roll processing on flexible polymer supports, the preformed metal cluster interfacial polymerization (PMIP) enables continuous fabrication of Zr-fum-MOF membranes at ambient temperature [<xref ref-type="fig" rid="fig8">Figure 8C</xref> and <xref ref-type="fig" rid="fig8">D</xref>]. IP is advantageous for producing large-area, flexible membranes compatible with diverse polymeric substrates<sup>[<xref ref-type="bibr" rid="B152">152</xref>]</sup>. However, the conventional interfacial polymerization method often yields membranes with a low crystalline fraction, typically ranging from 16.47% to 73.90%, which constrains the precision of molecular sieving<sup>[<xref ref-type="bibr" rid="B153">153</xref>]</sup>. Furthermore, scaling up conventional interfacial polymerization compromises macroscale uniformity. To resolve this, Zhang <italic>et al.</italic> developed a reverse-phase microemulsion strategy using an ionic liquid network to prearrange monomers, enabling concurrent polymerization and crystallization within seconds. Combined with a scraping-assisted process, this method yielded highly crystalline COF membranes at a meter scale of 0.4 by 1.0 meters<sup>[<xref ref-type="bibr" rid="B154">154</xref>]</sup>.</p>
        </sec>
        <sec id="sec4-2-3">
          <title>In situ growth</title>
          <p><italic>In situ</italic> growth, including solvothermal and seed-assisted secondary growth, is widely used for synthesizing organic framework membranes, particularly those based on MOFs and COFs<sup>[<xref ref-type="bibr" rid="B19">19</xref>]</sup>. A significant advancement in solvothermal synthesis began in 2009 with the work of Liu <italic>et al.</italic>, who successfully fabricated the first MOF-5 membrane via <italic>in situ</italic> solvothermal growth on a porous alumina substrate<sup>[<xref ref-type="bibr" rid="B155">155</xref>]</sup>. The resulting polycrystalline membrane exhibited continuous morphology, demonstrating the feasibility of directly growing MOF layers on supports. This approach was then extended to various MOF systems and adapted for 2D COFs. For instance, Caro <italic>et al.</italic> functionalized ceramic tubes with 3-aminopropyltriethoxysilane (APTES), followed by reacting with 1,3,5-triformylbenzene (TFB) to create a surface-anchored ligand layer [<xref ref-type="fig" rid="fig9">Figure 9A</xref>]. Vertical placement of these tubes in an autoclave with p-phenylenediamine (PDA) yielded well-intergrown, 400 nm thick tubular COF-LZU1 membranes [<xref ref-type="fig" rid="fig9">Figure 9B</xref>]<sup>[<xref ref-type="bibr" rid="B156">156</xref>]</sup>. While <italic>in situ</italic> solvothermal synthesis produces highly crystalline and coherent membranes, anisotropic growth kinetics often lead to challenges in controlling crystal orientation<sup>[<xref ref-type="bibr" rid="B19">19</xref>,<xref ref-type="bibr" rid="B157">157</xref>]</sup>. This misalignment generates defect pores exceeding 1 nm, which surpass the size of the intrinsic fundamental unit pores typically below 1 nm<sup>[<xref ref-type="bibr" rid="B158">158</xref>]</sup>.</p>
          <fig id="fig9" position="float">
            <label>Figure 9</label>
            <caption>
              <p>Construction of 2D organic framework membranes through <italic>in situ</italic> growth. (A and B) Synthesis and EDXS mapping of tubular COF-LZU1 membrane. (A and B) Ref.<sup>[<xref ref-type="bibr" rid="B156">156</xref>]</sup> Copyright © 2018 Wiley-VCH Verlag GmbH &amp; Co. KGaA, Weinheim; (C and D) Schematic and SEM images of ZIF-8@TpPa-SO<sub>3</sub>H via secondary growth. (C and D) Ref.<sup>[<xref ref-type="bibr" rid="B160">160</xref>]</sup> Copyright © 2023 Wiley-VCH GmbH. COF-LZU1: A covalent organic framework (LZU: Lanzhou University); PAN: polyacrylonitrile; ZIF: zeolitic imidazolate framework; EDXS: energy-dispersive X-ray spectroscopy; SEM: scanning electron microscope.</p>
            </caption>
            <graphic xlink:href="iontronics2017.fig.9.jpg"/>
          </fig>
          <p>Despite considerable advancements in <italic>in situ</italic> solvothermal membrane fabrication, further reducing the membrane thickness remains challenging due to scarce nucleation sites<sup>[<xref ref-type="bibr" rid="B159">159</xref>]</sup>. To address this limitation, seed-assisted secondary growth techniques have been developed to enhance flux. In 2023, Pu <italic>et al.</italic> introduced negatively charged COF nanosheets as porous substrates that are capable of selectively adsorbing Zn<sup>2+</sup> ions<sup>[<xref ref-type="bibr" rid="B160">160</xref>]</sup>, and then deprotonated 2-methylimidazole (2-MIM) ligands coordinated with surface-enriched Zn<sup>2+</sup>, initiating heterogeneous nucleation [<xref ref-type="fig" rid="fig9">Figure 9C</xref>]. This strategy produced ZIF-8@COF nanosheet seeds, yielding ZIF-8 membranes as thin as 100 nm [<xref ref-type="fig" rid="fig9">Figure 9D</xref>]. While seed-assisted secondary growth enables ultrathin, high-permeance membranes, it requires precise control over seed-layer uniformity and orientation, increasing procedural complexity. Furthermore, secondary growth parameters (for example, temperature, duration, precursor concentration) critically influence the membrane quality, which requires meticulous optimization<sup>[<xref ref-type="bibr" rid="B157">157</xref>,<xref ref-type="bibr" rid="B161">161</xref>]</sup>.</p>
        </sec>
        <sec id="sec4-2-4">
          <title>Liquid-air interface self-assembly</title>
          <p>Liquid-air interface synthesis is an effective strategy for fabricating membranes by guiding molecular assembly at the interface<sup>[<xref ref-type="bibr" rid="B162">162</xref>]</sup>. This method typically involves the self-assembly of amphiphilic monomers at the interface, followed by <italic>in situ</italic> polymerization or cross-linking to form large-area, ordered ultrathin membranes with well-defined nanochannels<sup>[<xref ref-type="bibr" rid="B163">163</xref>]</sup>. To promote polymer chain alignment and crystallization (e.g., within microscale droplets at the interface), the following factors are critical: a positive spreading coefficient for rapid, large-area film expansion, and abundant interfacial binding sites to enrich polymer chains via interfacial interactions. Satisfying these conditions enables tightly packed, highly oriented polymer arrangements within short time scales, thereby enhancing crystallinity at the interface<sup>[<xref ref-type="bibr" rid="B164">164</xref>,<xref ref-type="bibr" rid="B165">165</xref>]</sup>. Zhang <italic>et al.</italic> fabricated highly crystalline COF films via a gas-liquid interface method. The films exhibit a highly ordered tetragonal lattice with single crystal domains exceeding 10<sup>4</sup> nm<sup>2[<xref ref-type="bibr" rid="B166">166</xref>]</sup>.</p>
          <p>The Langmuir-Blodgett (LB) technique utilizes amphiphilic molecules with hydrophilic heads and hydrophobic tails. These molecules spontaneously assemble into monolayer or multilayer films at the water-air interface, where lateral compression induces ordered molecular packing. The resulting films are then transferred onto solid substrates to form uniform layers<sup>[<xref ref-type="bibr" rid="B167">167</xref>-<xref ref-type="bibr" rid="B169">169</xref>]</sup> [<xref ref-type="fig" rid="fig10">Figure 10A</xref> and <xref ref-type="fig" rid="fig10">B</xref>]. Leveraging interfacial confinement and directional interactions, the LB technique precisely regulates molecular conformation and orientation. For example, Mao <italic>et al.</italic> fabricated a cationic AB-stacked COF bilayer using molecular design and the LB method<sup>[<xref ref-type="bibr" rid="B170">170</xref>]</sup>. The structure features highly ordered sub-2 nm pores, an atomic thickness of 1.3 nm, exceptional pore utilization, and a high surface charge density of 4.4 mC m<sup>-2[<xref ref-type="bibr" rid="B170">170</xref>]</sup>. Similarly, Makiura <italic>et al.</italic> demonstrated room-temperature bottom-up fabrication of NAFS-1, a preferentially oriented ultrathin porphyrinic MOF nanofilm with long-range crystalline order in both in-plane and out-of-plane directions<sup>[<xref ref-type="bibr" rid="B171">171</xref>]</sup>. Integrating layer-by-layer and LB methods with metal-coordinated pyridine linkers drives interdigitated growth, offering a versatile solution-based route for well-controlled MOF nanofilms in sensors, catalysts and fuel-cell electrodes<sup>[<xref ref-type="bibr" rid="B171">171</xref>]</sup>. Despite its molecular-level precision, the LB technique is constrained by limited monomer selection, low collapse pressures, and low transfer yields<sup>[<xref ref-type="bibr" rid="B169">169</xref>,<xref ref-type="bibr" rid="B172">172</xref>]</sup>.</p>
          <fig id="fig10" position="float">
            <label>Figure 10</label>
            <caption>
              <p>Construction of 2D organic framework membranes through liquid-air interface self-assembly. Langmuir-Blodgett method for (A) dense monolayer formation via barrier compression and (B) subsequent substrate transfer. (A and B) Ref.<sup>[<xref ref-type="bibr" rid="B169">169</xref>]</sup> Copyright © 2022, American Chemical Society; (C) Schematic of PCL nanofilm preparation at the air/PEG aqueous solution interface; (D) AFM of SNM-2. (C and D) Reproduced under the CC-BY-NC license from Ref.<sup>[<xref ref-type="bibr" rid="B173">173</xref>]</sup> Copyright © 2025, The Author(s). PEG: Polyethylene glycol; SNM: supramolecular nanocrystal membrane; PCL: polycaprolactone; AFM: Atomic force microscopy.</p>
            </caption>
            <graphic xlink:href="iontronics2017.fig.10.jpg"/>
          </fig>
          <p>Similar to the LB method, Lu <italic>et al.</italic> developed a supramolecular nanocrystal membrane (SNM) using interfacial hydrogen bonding in nanoconfined spaces<sup>[<xref ref-type="bibr" rid="B173">173</xref>]</sup>. Mediated by polyethylene glycol (PEG), the interaction guided the ordered arrangement of polycaprolactone (PCL) chains into a continuous nanofilm [<xref ref-type="fig" rid="fig10">Figure 10C</xref>]. The resulting SNM features large crystal domains (100-150 nm) and a thickness of 6 nm [<xref ref-type="fig" rid="fig10">Figure 10D</xref>]. These domains contain abundant, ordered sub-nanometer channels that form continuous water pathways and align water molecules, thereby increasing the energy barrier for sodium ion transport while enhancing water flux<sup>[<xref ref-type="bibr" rid="B173">173</xref>]</sup>. A comprehensive comparison of these fabrication strategies is summarized in <xref ref-type="table" rid="t3">Table 3</xref><sup>[<xref ref-type="bibr" rid="B141">141</xref>,<xref ref-type="bibr" rid="B145">145</xref>,<xref ref-type="bibr" rid="B150">150</xref>,<xref ref-type="bibr" rid="B157">157</xref>,<xref ref-type="bibr" rid="B159">159</xref>,<xref ref-type="bibr" rid="B168">168</xref>,<xref ref-type="bibr" rid="B172">172</xref>]</sup>.</p>
          <table-wrap id="t3">
            <label>Table 3</label>
            <caption>
              <p>Comparison of different fabrication strategies for organic framework membranes<sup>[<xref ref-type="bibr" rid="B141">141</xref>,<xref ref-type="bibr" rid="B145">145</xref>,<xref ref-type="bibr" rid="B150">150</xref>,<xref ref-type="bibr" rid="B157">157</xref>,<xref ref-type="bibr" rid="B159">159</xref>,<xref ref-type="bibr" rid="B168">168</xref>,<xref ref-type="bibr" rid="B172">172</xref>]</sup></p>
            </caption>
            <table frame="hsides" rules="groups">
  <tbody>
    <tr>
      <td>
        <bold>Fabrication strategy</bold>
      </td>
      <td>
        <bold>Applicable material types</bold>
      </td>
      <td>
        <bold>Advantages</bold>
      </td>
      <td>
        <bold>Disadvantages</bold>
      </td>
      <td>
        <bold>Representative performance indicators</bold>
      </td>
    </tr>
    <tr>
      <td>Solution processing<sup>[<xref ref-type="bibr" rid="B141">141</xref>,<xref ref-type="bibr" rid="B145">145</xref>]</sup></td>
      <td>Nanosheets suspensions</td>
      <td>High scalability, low cost, simple operation</td>
      <td>Restacking voids</td>
      <td>High solvent permeability</td>
    </tr>
    <tr>
      <td>Interfacial polymerization<sup>[<xref ref-type="bibr" rid="B150">150</xref>]</sup></td>
      <td>Linkers or monomers</td>
      <td>Ultra-thin, rapid reaction kinetics</td>
      <td>Low crystallinity</td>
      <td>High desalination rejection</td>
    </tr>
    <tr>
      <td><italic>In situ</italic> growth<sup>[<xref ref-type="bibr" rid="B157">157</xref>,<xref ref-type="bibr" rid="B159">159</xref>]</sup></td>
      <td>Organic linkers coupled with surface seeds</td>
      <td>Highly crystalline and coherent</td>
      <td>Slow kinetics</td>
      <td>High separation selectivity</td>
    </tr>
    <tr>
      <td>Liquid air interface self-assembly<sup>[<xref ref-type="bibr" rid="B168">168</xref>,<xref ref-type="bibr" rid="B172">172</xref>]</sup></td>
      <td>Amphiphilic monomers</td>
      <td>Precise atomic thickness, ordered orientation</td>	
      <td>Fragile substrate transfer</td>
      <td>Ultrahigh ion flux</td>
    </tr>
  </tbody>
</table>
          </table-wrap>
        </sec>
      </sec>
    </sec>
    <sec id="sec5">
      <title>APPLICATIONS OF 2D ORGANIC FRAMEWORK MEMBRANES IN NANOFLUIDICS</title>
      <p>2D nanofluidic membranes offer a unique platform for modulating ion transport through well-defined nanochannels<sup>[<xref ref-type="bibr" rid="B174">174</xref>,<xref ref-type="bibr" rid="B175">175</xref>]</sup>. Unlike inorganic 2D materials (e.g., GO, vermiculite), 2D organic framework nanosheets possess intrinsic nano- or subnanometer-scale pores across their basal planes. Consequently, laminar membranes assembled from stacked 2D organic frameworks achieve high selectivity thanks to the surface chemistry and strong confinement in the interlayer channels and high permeability due to intrinsic nanopores serving as additional transport pathways<sup>[<xref ref-type="bibr" rid="B176">176</xref>]</sup>. They hold great promise for applications such as desalination, energy conversion and storage, proton conductors, and artificial synapses.</p>
      <sec id="sec5-1">
        <title>Desalination</title>
        <p>Seawater desalination offers a viable solution to the global freshwater crisis<sup>[<xref ref-type="bibr" rid="B177">177</xref>]</sup>. It is primarily implemented through thermal distillation but recently, due to energy concerns, membrane-based separation is believed to be an alternative route<sup>[<xref ref-type="bibr" rid="B178">178</xref>]</sup>. Because of the high surface area, tunable pore shapes and sizes, diverse surface chemistry, and chemical stability, 2D organic framework membranes are promising candidates for next-generation desalination<sup>[<xref ref-type="bibr" rid="B179">179</xref>]</sup>. Zhao <italic>et al.</italic> synthesized a 2D COF membrane with a hydrophilicity gradient for molecular distillation, demonstrating exceptional performance in dealing with highly saline, contaminated water<sup>[<xref ref-type="bibr" rid="B180">180</xref>]</sup>. The COFDT-E18@cPVDF membrane achieved > 99.99% NaCl rejection and a water flux of 370 L·m<sup>-2</sup>·h<sup>-1</sup> at 75 °C with 3.5 wt% NaCl under 16 kPa. Also, a three-unit module (27 cm<sup>2</sup> total area) equipped with such membranes purified 4 L of Bohai seawater over 10 h and removed 99.99% of salts<sup>[<xref ref-type="bibr" rid="B180">180</xref>]</sup>. </p>
        <p>The hourglass-shaped nanochannel, featuring a narrow spout flanked by wider entrances, is a promising design for desalination<sup>[<xref ref-type="bibr" rid="B181">181</xref>]</sup>. Wei <italic>et al.</italic> constructed a 2D COF membrane by anchoring amino-cyclodextrin nanoparticles (CDNs) at the pore mouths [<xref ref-type="fig" rid="fig11">Figure 11A</xref>]<sup>[<xref ref-type="bibr" rid="B182">182</xref>]</sup>. The resulting hetero-channel comprised a hydrophilic tapered entrance (~ 1.6 nm), a hydrophobic constriction (~ 0.5 nm) defined by the CDN cavity, and intrinsic COF pores (~ 1.4 nm). The hydrophilic entrance promoted water absorption, while the hydrophobic constriction and intrinsic pores synergistically accelerated water flow. Additionally, CDN amino groups imparted pH-responsive behavior, whereby the pore sizes and charges could be effectively adjusted. The COF-CDN membrane achieved a water flux of 98 L m<sup>-2</sup> h<sup>-1</sup>, with 94% Na<sub>2</sub>SO<sub>4</sub> and 92% NaCl rejection. It remained stable for over 7 days across varying pH conditions, highlighting its potential for efficient desalination [<xref ref-type="fig" rid="fig11">Figure 11B</xref>].</p>
        <fig id="fig11" position="float">
          <label>Figure 11</label>
          <caption>
            <p>Applications of 2D organic framework membranes in desalination, osmotic energy conversion, artificial synapse, proton conductor and energy storage. (A) The illustration of hourglass-shaped nanochannels. (B) pH-dependent desalination performance of COF-CDN-12. (A and B) Ref.<sup>[<xref ref-type="bibr" rid="B182">182</xref>]</sup> Copyright © 2025, The Author(s); Osmotic energy device schematics: (C) half-cell and (D) full-cell. (C and D) Ref.<sup>[<xref ref-type="bibr" rid="B184">184</xref>]</sup> Copyright © 2024 The Author(s). Advanced Materials published by Wiley-VCH GmbH; (E) Schematic of ionic information processing in the human nervous system. (E) Ref.<sup>[<xref ref-type="bibr" rid="B9">9</xref>]</sup> Copyright © 2025, American Chemical Society; (F) Proton transport through SHB versus conventional H-bond within confined water. (F) Ref.<sup>[<xref ref-type="bibr" rid="B204">204</xref>]</sup> Copyright © 2022, The Author(s); (G-I) Li<sup>+</sup> transport/plating schematics, ionic conductivity, and cycling performance of Li@AIL-NFE||LFP cells<sup>[<xref ref-type="bibr" rid="B207">207</xref>]</sup>. (G-I) Reproduced under the CC-BY-NC license from Ref.<sup>[<xref ref-type="bibr" rid="B207">207</xref>]</sup> Copyright © 2025, The Author(s). LiTFSI:  Lithium bis(trifluoromethanesulfonyl)imide; COF: covalent organic framework; CDN: cyclodextrin nanoparticle: Li@AIL-NFE||LFP: (AIL-NFE: artificial interphase layer inspired by the nanofluidic effects; LFP: lithium iron phosphate cathode; Li: lithium-metal anode).</p>
          </caption>
          <graphic xlink:href="iontronics2017.fig.11.jpg"/>
        </fig>
      </sec>
      <sec id="sec5-2">
        <title>Osmotic energy conversion</title>
        <p>Osmotic energy, generated from salinity gradients between freshwater and seawater, is a promising renewable source<sup>[<xref ref-type="bibr" rid="B183">183</xref>]</sup>. However, its practical application is hindered by the low power output of traditional ion-exchange membranes, which suffer from poor ionic selectivity and high internal resistance. The typical device is depicted in <xref ref-type="fig" rid="fig11">Figure 11C</xref> and <xref ref-type="fig" rid="fig11">D</xref><sup>[<xref ref-type="bibr" rid="B184">184</xref>]</sup>. Recent advances in 2D nanofluidic membranes, assembled to mimic biological ion channels with well-defined nanostructures, offer a potential solution. These membranes enable directional ion transport, significantly enhancing both selectivity and flux<sup>[<xref ref-type="bibr" rid="B110">110</xref>]</sup>. Two main types of membranes are used for this application: 2D laminar and single-layer membranes. Utilizing the tunability of 2D MOFs, Lin <italic>et al.</italic> developed an electrolyte-stable MXene/MOF (MXCT) membrane by alternately stacking Ti<sub>3</sub>C<sub>2</sub>T<sub>x</sub> and Cu-TCPP (Cu-tetrakis(4-carboxyphenyl)porphyrin) nanosheets<sup>[<xref ref-type="bibr" rid="B185">185</xref>]</sup>. The Cu-TCPP nanosheets featured sub-2 nm in-plane pores, which served as short and vertically oriented channels, whereas the MXene layers provided surface charges and hydrogen-bond cross-linking that prevented swelling and reduced resistance to 9 kΩ. Under a 50-fold NaCl gradient, this membrane generated electricity at a power density of 8.29 W/m<sup>2</sup>, which was ~ 275% higher than pristine MXene<sup>[<xref ref-type="bibr" rid="B185">185</xref>]</sup>. The reported power output exceeded 49 W/m<sup>2</sup> at a 500-fold gradient, with stable Li<sup>+</sup> retention over seven days, providing a scalable route for ultralow-resistance blue energy harvesting<sup>[<xref ref-type="bibr" rid="B185">185</xref>]</sup>.</p>
        <p>Single-layer 2D membranes with atomic-scale nanopores exhibit extremely high permeability, making them ideal for reverse electrodialysis and desalination, as suggested by theory and experiment. Yang <italic>et al.</italic> scaled up COF synthesis to fabricate a free-standing monolayer membrane for macro-scale blue-energy harvesting<sup>[<xref ref-type="bibr" rid="B46">46</xref>]</sup>. Due to its high density of positively charged pores, the membrane demonstrates exceptional ion conductivity and selectivity. Under a 50-fold NaCl concentration gradient, it achieves an osmotic power output of 135.8 W m<sup>-2</sup>. This performance, thanks to the membrane's optimal thickness and high pore density, highlights a potential for low-resistance membrane applications.</p>
      </sec>
      <sec id="sec5-3">
        <title>Artificial synapse</title>
        <p>Biological synapses are a basic element of biological neural networks, physically connecting two neurons and transmitting neuronal impulses. Synaptic plasticity refers to the ability of synapses to change the strength of their connections in response to activity patterns. This dynamic modulation, achieved through mechanisms such as long-term potentiation and depression, underpins learning, memory formation, and adaptive behavior in the brain. Memristors, whose resistance depends on the history of applied voltage or current, can be used to mimic synaptic plasticity. However, most of the state-of-the-art memristors are solid-state with electrons as the charge carriers. In contrast, nanofluidic memristors employ ions dissolved in water as charge carriers and exhibit nonlinear ion transport within highly confined spaces. This allows them to more faithfully replicate the ionic mechanisms and energy efficiency of biological synapses<sup>[<xref ref-type="bibr" rid="B186">186</xref>,<xref ref-type="bibr" rid="B187">187</xref>]</sup>. Unlike these efficient biological systems, conventional digital computers are based on the von Neumann architecture, which separates the central processing unit (CPU) from memory. This physical and functional separation creates the von Neumann bottleneck, in which processing speed is fundamentally limited by the constant need to shuttle data back and forth between memory and processor. With the rapidly growing demand for computational power in the AI era, overcoming this memory wall has become critical. Inspired by the low power consumption and high parallel computing of biological neural systems, nanofluidic memristive devices based on nanoconfined assembly and ions dissolved in water offer a bioinspired solution to push forward the physical limits of electronics by collocating memory and computing<sup>[<xref ref-type="bibr" rid="B188">188</xref>]</sup>.</p>
        <p>Nevertheless, achieving non-volatile memory in purely aqueous systems remains challenging due to the fast diffusion of ions. To overcome this, researchers introduced an immiscible KCl/ionic liquid (IL) interface into a nanochannel<sup>[<xref ref-type="bibr" rid="B189">189</xref>]</sup>. The voltage-induced displacement of this high-viscosity interface enables gradual and memorable tuning of conductance, successfully emulating synaptic weight changes with high accuracy. Beyond interfacial engineering, replicating the angstrom-scale thickness of biological ion channels is equally crucial [<xref ref-type="fig" rid="fig11">Figure 11E</xref>]. To reach this limit, atomically thin nanopores within 2D basal planes have been designed to decouple complex interaction processes, achieving synaptic emulation with ultralow energy consumption<sup>[<xref ref-type="bibr" rid="B9">9</xref>]</sup>. Specifically, the high porosity and abundant storage sites for ions in the basal planes of 2D organic frameworks could induce ionic memory effect, and therefore, they could serve as building blocks for the fabrication of nanofluidic memristors. Yu <italic>et al.</italic> developed nanofluidic synapses mimicking neurotransmitter-driven ion flux<sup>[<xref ref-type="bibr" rid="B190">190</xref>]</sup>. They utilized Cu-HITP (HITP = 2,3,6,7,10,11-hexaiminotriphenylene) and Cu-HHTP (HHTP = 2,3,6,7,10,11-hexahydroxytriphenylene) nanosheets for the fabrication due to their redox-active π-backbones and opposite surface charges. These nanosheets were stacked to form channels of less than 100 nm wide, where the pore walls acted as ion storage sites to produce hysteretic conductance, and also functioned as catalase-like centers that converted glutamate-produced H<sub>2</sub>O<sub>2</sub> into O<sub>2</sub> and H<sub>2</sub>O. Upon glutamate introduction, this enzymatic reaction generated a fast (millisecond-scale) ionic current, whose direction and magnitude were reversibly modulated by the MOF surface charge. This process allowed effective emulation of the nonlinear Hebbian and anti-Hebbian learning rules. By combining electrical programming with enzymatic glutamate clearance, the synaptic state was reset, thereby enabling reversible biochemical memory encoding at the single-channel level. This work bridges catalytic MOF chemistry with neuromorphic iontronics, paving the way for future electrolytic computing devices and brain-machine interfaces.</p>
      </sec>
      <sec id="sec5-4">
        <title>Proton conductor</title>
        <p>Proton-conducting materials have attracted considerable interest in recent years. 2D crystals like graphene and hexagonal boron nitride (hBN) let thermal protons pass freely while completely blocking other ions and gases<sup>[<xref ref-type="bibr" rid="B191">191</xref>,<xref ref-type="bibr" rid="B192">192</xref>]</sup>. However, practical applications require an areal conductivity exceeding 5 S cm<sup>-2[<xref ref-type="bibr" rid="B193">193</xref>]</sup>. While inducing atomic defects or strain can improve performance, these structural modifications remain difficult to control precisely<sup>[<xref ref-type="bibr" rid="B192">192</xref>,<xref ref-type="bibr" rid="B194">194</xref>,<xref ref-type="bibr" rid="B195">195</xref>]</sup>. Additionally, operating in the “proton materials gap” (200-500 °C) is difficult for both 2D and 3D materials<sup>[<xref ref-type="bibr" rid="B196">196</xref>]</sup>. To solve this, 2D titania monolayers use a high density of intrinsic atomic vacancies to enable stable, fast proton transport at high temperatures<sup>[<xref ref-type="bibr" rid="B197">197</xref>]</sup>. Similarly, 2D organic frameworks utilize inherent sub-nanometer pathways to advance pore engineering. With customizable channels and functionalized hydrogen-bonding networks, these frameworks provide a precise platform to achieve both proton flux and ion selectivity<sup>[<xref ref-type="bibr" rid="B198">198</xref>,<xref ref-type="bibr" rid="B199">199</xref>]</sup>.</p>
        <p>Recently, spatial confinement of water molecules within laminated, porous architecture has attracted significant attention<sup>[<xref ref-type="bibr" rid="B200">200</xref>,<xref ref-type="bibr" rid="B201">201</xref>]</sup>. This creates a proton-rich local environment, increasing charge carrier concentration and accelerating water-mediated proton transfer, and hence, enabling the efficient development of high-performance proton-conducting materials<sup>[<xref ref-type="bibr" rid="B202">202</xref>,<xref ref-type="bibr" rid="B203">203</xref>]</sup>. Shi <italic>et al.</italic> used reticular chemistry to construct a densely packed, ordered array of -SO<sub>3</sub>H ligands on crystalline ionic COF membranes (iCOFMs), anchoring a surface-confined short hydrogen-bond (SHB) network [<xref ref-type="fig" rid="fig11">Figure 11F</xref>]<sup>[<xref ref-type="bibr" rid="B204">204</xref>]</sup>. By tuning the group distance from 2.5 to 0.8 nm, a limited number of surface water and hydronium per sulfonic acid group are confined, resulting in concentrated hydronium ions in water-hydronium domains (WHD, H<sub>2</sub>O-H<sup>+</sup>-OH<sub>2</sub>)<sup>[<xref ref-type="bibr" rid="B204">204</xref>]</sup>. This network yields a record proton conductivity of 1.389 S cm<sup>-1</sup> at 90 °C and 100% relative humidity, retaining 0.1 S cm<sup>-1</sup> at 40% relative humidity. Combining humidity-resilient conductivity with the mechanical robustness of COFs, this approach offers a novel paradigm for advanced proton-exchange membranes.</p>
      </sec>
      <sec id="sec5-5">
        <title>Energy storage</title>
        <p>The increasing demand for sustainable energy has intensified interest in Li<sup>+</sup> batteries, the leading technology for portable power due to their high energy density and long cycle life<sup>[<xref ref-type="bibr" rid="B205">205</xref>]</sup>. Integrating 2D organic framework membranes into anodes, separators, and cathodes facilitates rapid, selective Li<sup>+</sup> transport, provides abundant surface storage sites, and enhances mechanical robustness, collectively improving cycling stability<sup>[<xref ref-type="bibr" rid="B206">206</xref>]</sup>.</p>
        <p>For lithium-metal anodes, suppressing dendrite requires preventing interfacial Li<sup>+</sup> depletion. To this end, an artificial interphase layer emulating biological nanofluidic channels (AIL-NFE) was developed using 4-carboxyl-quinoline-linked COFs [<xref ref-type="fig" rid="fig11">Figure 11G</xref>]<sup>[<xref ref-type="bibr" rid="B207">207</xref>]</sup>. Its aligned nanofluidic confinement delivered a Li<sup>+</sup> conductivity of ~ 0.1 mS cm<sup>-1</sup> at salt concentrations ≤ 10<sup>-4</sup> mol L<sup>-1</sup> [<xref ref-type="fig" rid="fig11">Figure 11H</xref>]. The selective, rapid Li<sup>+</sup> conduction gave rise to a uniform interfacial ion flux, enabling dendrite-free lithium plating and stripping at 50 mA cm<sup>-2</sup> for over 1,000 h. Moreover, Li@AIL-NFE||LFP (AIL-NFE: artificial interphase layer inspired by the nanofluidic effects; LFP: lithium iron phosphate cathode; Li: lithium metal anode) cells achieved 95.5% coulombic efficiency after 200 cycles [<xref ref-type="fig" rid="fig11">Figure 11I</xref>]. These results highlight the potential of nature-inspired nanofluidic interfaces for high-rate, stable lithium-metal batteries.</p>
        <p>2D membranes have garnered significant attention as advanced separators, owing to their high surface charge and ion selectivity. They effectively mitigate polysulfide shuttling, a key challenge in lithium-sulfur (Li-S) batteries. For example, Bai <italic>et al.</italic> developed a MOF@GO composite separator to mitigate the shuttle effect of polysulfide, a key challenge in Li-S batteries<sup>[<xref ref-type="bibr" rid="B208">208</xref>]</sup>. Acting as an ionic sieve, the MOF@GO membrane selectively permitted Li<sup>+</sup> transport while blocking polysulfide migration to the anode. Compared to a pure GO separator, it offered superior polysulfide blocking, significantly enhanced cycling stability and a rate performance at 1 C over 1,500 cycles<sup>[<xref ref-type="bibr" rid="B208">208</xref>]</sup>.</p>
        <p>On the other hand, an ion-gated coating layer employing nanofluidic effects observed in biological systems (IGCL-NFE) was developed to facilitate ultrafast and selective Li<sup>+</sup> transport while inhibiting polysulfide shuttling. Song <italic>et al.</italic> constructed the IGCL-NFE using 4-carboxyl-quinoline-linked COFs in the sulfur cathode<sup>[<xref ref-type="bibr" rid="B209">209</xref>]</sup>. This biomimetic interface achieved a Li<sup>+</sup> transference number (<italic>μ</italic><sub>+</sub>) ~ 2.1 times higher and a diffusion coefficient (D<sub>Li+</sub>) ~ 10<sup>12</sup> times greater than conventional bulk electrolytes at 10<sup>-6</sup> mol L<sup>-1</sup> LiTFSI, while preventing lithium polysulfide migration. The conductive coating (0.38 S cm<sup>-1</sup>) featured a nanoconfined architecture that shortened electron and ion transport pathways in thick electrodes, thereby reducing charge-transfer resistance. This maintained a capacity of 757.8 mAh g<sup>-1</sup> after 300 cycles at 10 C (16.7 mA cm<sup>-2</sup>), providing a viable strategy for ultrahigh-loading, high-rate Li-S batteries.</p>
      </sec>
    </sec>
    <sec id="sec6">
      <title>CONCLUSION AND OUTLOOK</title>
      <p>Over the past two decades, nanofluidics has evolved from the first nano-hole drilled in silicon nitride to applications in biopolymer sequencing, filtration, energy harvesting, energy storage, and neuromorphic logic circuits. In this Review, we have summarized recent progress in 2D organic framework membranes, covering their structures, properties, composition, and nanofluidics-related applications. Nonetheless, significant challenges remain before their real applications.</p>
      <p>A key challenge is to understand ion transport mechanisms across macroscopic, nanoscopic, and angstrom scales, which is fundamental in both membrane science and nanofluidics<sup>[<xref ref-type="bibr" rid="B210">210</xref>]</sup>. While theoretical models like Debye overlap explain selective transport in simplified systems very well, their applicability to complex organic framework nanofluidic systems requires reassessment. Real-world systems involve structural complexities and intricate ionic interactions that go beyond the assumptions of simplified models. Moreover, it remains uncertain whether single-channel mechanisms hold for large-area multichannel membranes. To resolve these uncertainties, researchers must rely on advanced characterization tools with high spatial and temporal resolutions. For example, using time-resolved <italic>in situ</italic> X-ray techniques can directly map double-layer structures within confined spaces<sup>[<xref ref-type="bibr" rid="B211">211</xref>,<xref ref-type="bibr" rid="B212">212</xref>]</sup>. Furthermore, coupling nanofluidic channels with diverse electrochemical probes precisely tracks confined ion fluxes via electrochemical quartz crystal microbalances (EQCM)<sup>[<xref ref-type="bibr" rid="B213">213</xref>]</sup>.</p>
      <p>In addition to these theoretical uncertainties, practical experimental challenges also remain, particularly those related to the wetting of membrane's surface and bubble formation in the fluidic path. Trapped nanoscale bubbles can obstruct fluidic pathways and prevent conduction. Activation strategies include prolonged water storage to dissipate bubbles or ethanol prewetting to enhance wettability<sup>[<xref ref-type="bibr" rid="B214">214</xref>]</sup>. In addition, thermal annealing is highly effective. Thermal annealing at 300 to 350 °C for 2 to 3 h under an Ar/H<sub>2</sub> (9:1) atmosphere reliably reduces bubble areas by over 80%<sup>[<xref ref-type="bibr" rid="B215">215</xref>]</sup>. Thus, early-stage nonlinearities should be interpreted with extreme care, as they may reflect transient bubble dynamics rather than intrinsic material or interfacial properties. Preventing bubble reformation during prolonged operation is also crucial for experimental reproducibility.</p>
      <p>The ultrafast transport in biological ion channels, unexplained by classical thermodynamics, continues to inspire artificial nanofluidic systems. However, engineering 2D membranes that truly mimic biological counterparts remains difficult. Recent advances in the science of 2D organic framework materials offer avenues for sophisticated, structurally controllable nanofluidic membranes<sup>[<xref ref-type="bibr" rid="B216">216</xref>]</sup>. Their tunable pores and surface functionalities provide ideal platforms for studying nanofluidics. Nonetheless, scalable production faces difficulties including stringent processing, purification, and the need for defect-free, long-range ordered macroscopic materials. Additionally, directly observing ion dynamics within individual nanochannels is extremely challenging. While molecular dynamics simulations have quantitatively revealed ion transport mechanisms, experiments for real-space visualization are needed<sup>[<xref ref-type="bibr" rid="B93">93</xref>]</sup>. Advancing super-resolution optical methods is promising. Specifically, a recent study employed optical imaging to map proton transport on hBN surfaces in an aqueous environment, which demonstrated the potential for spatiotemporal tracking of ion dynamics<sup>[<xref ref-type="bibr" rid="B217">217</xref>]</sup>. Moreover, performance metrics for novel 2D materials may be overestimated if tested on excessively small areas. For instance, reported ultra-high osmotic energy conversion efficiencies are often limited to small active areas<sup>[<xref ref-type="bibr" rid="B49">49</xref>]</sup>. Similarly, conventional selectivity assessments often rely solely on sieving, offering only a partial understanding of separation mechanisms. </p>
      <p>Despite the described challenges, abundant opportunities are also present. 2D organic framework membranes offer vast opportunities for nanofluidics. As a rapidly evolving field, nanofluidics remains largely unexplored in many aspects. Although ion transport is inherently slower than electron conduction, ions possess unique advantages due to their diverse valence states, sizes, and polarizabilities. In this regard, one of the promising future research directions is to emulate neural signaling mechanisms of the human brain through artificial nanofluidic device platforms<sup>[<xref ref-type="bibr" rid="B218">218</xref>]</sup>. Such systems are promising for artificial intelligence, brain-machine interfaces, and brain-inspired computing. These emerging research fields present fundamental scientific challenges in physics and chemistry (of course), while offering transformative opportunities to address critical societal issues<sup>[<xref ref-type="bibr" rid="B219">219</xref>]</sup>.</p>
    </sec>
  </body>
  <back>
    <sec>
      <title>DECLARATIONS</title>
      <sec>
        <title>Authors’ contributions</title>
        <p>Conceptualization and writing: Cui, H.; Wang, D. W.; Sun, P.</p>
        <p>Supervision: Wang, D.W.; Sun, P.</p>
        <p>Made substantial contributions to revising the manuscript: Ji, Y.; Chen, K.; Zhou, W.; Lin, Q.; Yin, Z.; Lin, L.</p>
      </sec>
      <sec>
        <title>Availability of data and materials </title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>AI and AI-assisted tools statement</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Financial support and sponsorship</title>
        <p>Lin, L. acknowledges support from the National Key Research and Development Program of China (2024YFE0202200). Sun, P. acknowledges support from the Natural Science Foundation of China (52322319), the Science and Technology Development Fund, Macao SAR (0063/2023/RIA1, 0107/2024/AMJ), UM research grant (MYRG-GRG2025-00006-IAPME, MYRG-CRG2024-00012-IAPME, MYRG-GRG2024-00064-IAPME). Wang, D.W. acknowledges support from the Guangdong Pearl River Talent Program of China (2023ZT10L045).</p>
      </sec>
      <sec>
        <title>Conflicts of interest</title>
        <p>Sun, P. is an Editorial Board Member of<italic> Iontronics</italic> and a Guest Editor of the Special Issue, “Fundamental Understanding and Applications of Molecular and Ionic Transport through (Sub)Nanometer-Scale Pores or Channels Made by 2D Materials,” in <italic>Iontronics</italic>. He is not involved in any steps of editorial processing, notably including reviewers’ selection, manuscript handling, or decision-making. The other authors declare that they have no conflicts of interest.</p>
      </sec>
      <sec>
        <title>Ethical approval and consent to participate</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Consent for publication</title>
        <p>Not applicable.</p>
      </sec>
      <sec>
        <title>Copyright</title>
        <p>© The Author(s) 2026.</p>
      </sec>
    </sec>
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