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Page 12 of 18                Mueller et al. Microbiome Res Rep 2024;3:33  https://dx.doi.org/10.20517/mrr.2024.09

               We next asked if the relative abundance of A. muciniphila subspecies (AmIa and AmIb), influenced their
               correlation with health. In the POMMS dataset, there was no significant difference in the relative abundance
               of A. muciniphila AmIa (U = 7,574, P = 0.5084) or AmIb (U = 7,115, P = 0.2384) between case (obese) and
               control samples [Figure 3D]. For the combined IBD dataset [Figure 3E], we found that there is a significant
               difference in both AmIa [H(3) = 11.75, P = 0.0028] and AmIb [H(3) = 11.08, P = 0.0039] between healthy
               and IBD groups. Post hoc pairwise comparisons indicated that AmIa is significantly decreased in both the
               CD and UC groups (control mean rank = 192.8, CD mean rank = 177.9, P = 0.0178, UC mean rank = 173.8,
               P = 0.0015), while AmIb is only significantly decreased in the UC group relative to healthy controls (control
               mean rank = 192.4, UC mean rank = 163.3, P = 0.0121).


               Akkermansia is associated with improved outcomes following PD-1 blockade treatment of epithelial
                     [6]
               tumors  and the relative abundance of Akkermansia is predictive of clinical responsiveness to similar
               treatment of non-small-cell lung cancer (NSCLC) . In particular, the presence of Akkermansia in patient
                                                          [41]
               stools was associated with improved responses to immunotherapy and overall survival, compared to
               patients with no Akkermansia. We reanalyzed stool metagenomes from one of these studies and assigned a
                                                                   [41]
               dominant Akkermansia species and subspecies to each sample . Based on a Cox regression model, adjusted
               for sex and age of patients [Figures 4A and B], we found a significant survival difference between patients
               colonized predominantly by A. muciniphila (AmI) and those without Akkermansia (HR = 0.580, 95%CI:
               0.408-0.820, P = 0.002). There was no significant survival difference between patients colonized
               predominantly by A. massiliensis or A. biwaensis.


               We also found a significant difference between A. muciniphila AmIa and AmIb in the survival of patients
               with NSCLC undergoing immune checkpoint inhibitor treatment. After restricting our analysis to those
               samples with detectable A. muciniphila, we generated a Cox regression model [Figures 4C and D] and found
               that patients colonized predominantly by AmIa had a significant increase in survival compared to patients
               with no detectable A. muciniphila (HR = 0.492, 95%CI: 0.319-0.744, P = 0.001). We did not detect this
               enhanced survival in patients predominantly colonized with A. muciniphila AmIb (HR = 0.689, 95%CI:
               0.434-1.062, P = 0.101).

               Overall, our findings indicate that in circumstances where A. muciniphila is associated with an impact on
               host physiology or immunity, which subspecies predominates can make a difference in its association with
               disease outcomes. In IBD, AmIa abundance is linked to protection from both CD and UC, while AmIb was
               only associated with protection from UC. Likewise, the increased survival noted in NSCLC patients is only
               significant for those patients who were colonized by predominantly AmIa.


               DISCUSSION
               We performed a detailed analysis of genomic variance among human Akkermansia isolates and reinforced
               the existence of at least six phylogroups (AmI-AmVI) [19-22] . We also provide further support for the
               assignments  of  new  Akkermansia  species,  A.  massiliensis  and  A.  biwaensis, and  for  at  least  two
               A. muciniphila sub-species groups. These conclusions are based on meeting the threshold of separate
               species as assessed by a 95% genome ANI threshold, which is further supported when comparisons are
               limited to proteins encoded by Akkermansia core genes. Species assignments have traditionally used a 97%
               threshold of 16S rRNA gene identity, and at a less restrictive threshold of 98.65%, only one new species
               would be formed, containing the AmIV and AmVI phylogroups. However, discrepancies between ANI and
               16S rRNA gene identities when making species classifications are not uncommon. Genome-based
               classifications of Burkholderia and Anaplasma isolates have identified strains that rise to the level of new
               species by ANI, but not 16S rRNA genes, suggesting that the utility of 16S rRNA identity as a sole
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