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Lue et al. J Cancer Metastasis Treat 2022;8:11  https://dx.doi.org/10.20517/2394-4722.2021.193  Page 3 of 25

               Table 1. Classification methods and prognostic implications
                              Designated
                Methods                     Prognostic implications                            Ref.
                              subtypes
                Cell of origin:    GCB      GCB: 5-year OS 60%                                 Rosenwald et al.
                                                                                               [1]
                molecular     ABC           ABC: 5-year OS 35%
                classification   Unclassifiable  Unclassifiable: 5-year OS 39%
                Cell of origin:   GCB       GCB: superior prognosis                            Hans et al. [15]
                                                                                                      [16]
                IHC           Non-GCB                                                          Choi et al.
                                                                                                       [17]
                                                                                               Meyer et al.
                LymphGen      EZB MYC+      EZB MYC+: 5-year OS 48%                            Wright et al. [4]
                classification  EZB MYC-    EZB MYC-: 5-year OS 82%
                              ST2           ST2: 5-year OS 84%
                              BN2           BN2: 5-year OS 67%
                              A53           A53: 5-year OS 63%:
                              N1            N1: 5-year OS 27%
                              MCD           MCD: 5-year OS 40%
                                                                                                       [3]
                Cluster classification C0   C0, C1, C4: favorable PFS and OS compared to C2, C3, C5  Chapuy et al.
                              C1
                              C2
                              C3
                              C4
                              C5
                Double hit signature  DHITsig positive   DHITsig positive: inferior prognosis [5-year OS 60% vs. 81%, DHITsig positive   Ennishi et al. [5]
                              DHITsig negative  and negative, respectively]
                GCB signatures  GCB1        GCB1: very poor prognosis                          Song et al. [6]
                              GCB2          [inferior OS (HR: 9.2; P = 0.0018) and PFS (HR: 6.1; P = 0.002) compared with
                              GCB3          other groups]
                              GCB4

               ABC: Activated B-cell; OS: overall survival; GCB: germinal center b-cell like; IHC: immunohistochemistry; HR: host Response; PFS: progression-
               free survival.


               classified as ABC . Thus, we can conclude several principles from these early GEP studies: (1) the method
                              [13]
               by which GEP is established can impact interpretability and applicability to patient samples/outcomes; (2)
               reproducibility across laboratories is key for clinical applicability; and (3) intrinsic to the reproducibility is a
               consensus on what set of genes represent the optimal way to designate COO.

               In another attempt to understand the complex phenotype of DLBCL, using whole genome arrays and three
               clustering algorithms (hierarchical clustering, self-organizing maps, and probabilistic clustering), Monti and
               colleagues elucidated three unique DLBCL clusters: (1) Oxidative Phosphorylation (“Ox-Phos”)
               characterized by an increased expression of NADH complex and cytochrome c/cytochrome c oxidase
               complex, and BFL-1/A1, an antiapoptotic member of the BCL2 family, as well as an increased incidence of
               t(14;18); (2) “BCR/proliferation” which was defined by increased expression of BCR signaling cascade
               members (CD19, CD79a, BLK, SYK, PLC2, MAP4K), transcription factors such as PAX5, OBF-1, E2A,
               BCL6, STAT6, MYC, and cell cycle regulatory genes including CDK2 and MCM with an association with
               BCL6 translocation; and lastly, (3) Host Response (“HR”) which was enriched for genes involved in the
               tumor microenvironment including T-cell mediated immune responses and classical component pathway
               [14] . Unlike other classification systems, the three clusters had similar 5-year OS (53%, 60%, and 54% [P =
               0.53] for OxPhos, BCR/Proliferation, and HR, respectively), suggesting that this hierarchy would be a more
               useful tool for novel therapeutic development rather than for prognostication. To this effect, a comparison
               of this clustering system vs. COO classification demonstrated that the two systems described different
               aspects of DLBCL biology. Nearly half of the tumors classified as BCR/proliferation cluster (53%) and
               OxPhos (46%) were classified as GCB, while the remaining tumors in each classification were either ABC-
               or ‘unclassifiable’. On the other hand, the majority of HR cluster tumors were designated ‘unclassifiable’
               based on COO designation.
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