Gut microbiome alpha diversity is comparable between NIC-CVID and INF-CVID patients, as well as their household controls
Greater diversity within each sample, known as alpha diversity, is often associated with a stable microbiome and healthy metabolism (30, 31). To determine the effect of CVID on gut microbiome richness and diversity, we performed mWGS on the gut microbiome of NIC-CVID and INF-CVID patients, as well as their household controls (Fig. 1a). We found microbial alpha diversity was not statistically significantly different between NIC-CVID and INF-CVID patients or their household controls. Still, notably, Alpha diversity in the NIC-CVID participants was qualitatively lower compared to INF-CVID, and household controls (Fig. 1b). Nor did we detect any significant differences in alpha diversity between NIC-CVID and their matched household control or between INF-CVID and their matched household control were observed (Figs. 1c and d).
Nic-cvid And Inf-cvid Patients Exhibit Dissimilar Gut Microbiome Composition
Beta diversity captures differences in microbiota composition between two groups (32). To identify potential associations between gut microbial composition and CVID phenotype, we used the Bray‒Curtis dissimilarity matrix to cluster the metagenome using ATIMA (Agile Toolkit for Incisive Microbial Analysis), developed by the Center for Metagenomics and Microbiome Research at Baylor College of Medicine (29, 33). CVID patients' bacterial microbiomes clustered separately from household controls and INF-CVID patients (Figs. 2a and 2b).
Next, we compared each CVID phenotype with their household controls. The microbial composition of NIC-CVID patients was distinct from that of their household controls (Fig. 2c), whereas the microbiota composition of INF-CVID patients did not significantly differ from that of their household controls (Fig. 2d).
We next compared inter-group dissimilarities in gut microbiota composition. We found the NIC-CVID group had greater microbiota variation from their household controls compared to the other groups (Fig. 2e). These findings indicate that NIC-CVID is associated with a significant shift in gut microbiome composition that overcomes the similarities that can be shared due to kinship and diet (34–36).
Distinct Microbial Species Are Associated With Nic-cvid And Inf-cvid Patients
We used linear discriminant analysis (LDA) and LDA effect size (LEfSe) to identify microbes differentially associated with NIC-CVID or INF-CVID (26). LEfSe couples standard tests for statistical significance with additional tests encoding biological consistency and effect relevance to determine the features, such as organisms, clades, operational taxonomic units, genes, or functions, most likely to explain differences between classes (26). We found significant differences in the gut microbiome composition of NIC-CVID and INF-CVID patients at the species level (Fig. 3). The discriminant species for the NIC-CVID group were Streptococcus parasanguinis and Erysipelatoclostridium ramosum. Both are pathobionts reported to cause severe infections in immunocompromised hosts (37, 38). In contrast, the microbiome of INF-CVID patients showed a preponderance of several microbes associated with anti-inflammatory effects, including Fusicatenibacter saccharivorans, Dorea longicatena, and Blautia faecie (39–41). Additionally, we identified in the gut microbiome of INF-CVID patients an enrichment of microbes that are associated with healthy metabolism, including Anaerostipes hadrus (42), Coprococcus catus (43), and Roseburia hominis (44).
A New Cvid-fmt Gut Dysbiosis Model In Gf Mice
Although CVID is considered the most common treatable inborn error of immunity in adults, it is still a rare and heterogeneous disease. A broader understanding of the role of the gut microbiome and its impact on immune regulation, in CVID patients, remains unclear. To determine the degree to which FMT would recapitulate differences in microbial composition observed in our human participants, we compared microbial communities between fecal matter from CVID patients, household controls, and FMT-recipient mice (Fig. 4a).
GF mice have low serum and fecal IgA and underdeveloped Peyer patches, as well as small and underdeveloped mesenteric lymph nodes (45). In addition, introducing normal flora into GF mice restores their capacity to produce mucosal and systemic immune responses (46). Consistent with these findings, our pilot studies showed that GF(C57Bl/6J) mice had undetectable serum IgA, variable serum IgG, and low fecal IgA/IgG levels (0–10 µg/ml and 0–3 ng/ml, respectively) at baseline (Figure S1a, b). Four weeks following FMT, serum IgA levels increased in all FMT recipients (Figure S1c). In addition, serum IgG increased, (Figure S1d), whereas fecal IgG levels remained low (0–6 ng/ml, similar to fecal IgG levels in WT C57Bl/6J mice) housed in a specific pathogen-free facility. We noted interesting differences when we compared the immunoglobulin levels between FMT groups. First, there was no significant difference in serum IgA among FMT recipients following FMT (Figure S1e). In contrast, total serum IgG was higher in both NIC-FMT and INF-FMT recipients, compared to CTL-FMT recipients. (Figure S1f). Notably, the increase in IgG subclasses differed per FMT group. IgG2b was significantly higher in both NIC-FMT and INF-FMT recipients compared to CTL-FMT (Figure S1g), while IgG2c was higher in INF-CTL compared to all other groups (Figure S1h). We measured IgG2c instead of IgG2a because C57BL/6 mice produce this isotype in place of IgG2a (47).
IgG2c in mice is produced as a result of Th1 response and INFγ production (48, 49), while IgG2b binds to FcγRIII and IV, activating FcγRs, which has been shown to induce autoimmunity, such as arthritis (50) and thrombocytopenia (51). Although, taken together, the antibody responses in CVID-FMT recipients may indicate an inflammatory response to FMT compared to CTL-FMT recipients, the findings should be interpreted with caution and require replication.
To prevent the development of anti-commensal antibody responses in FMT recipients, (52), we pretreated GF mice with 100 µg anti-mouse CD20 mAb intraperitoneally every two weeks, to prevent the development of anti-commensal antibody responses in FMT recipients, (52). Figure S2a and b show our flow cytometry gating strategy to assess mouse blood for B-cells before and after anti-CD20 depletion. Figure S2c shows successful B-cell depletion following anti-CD20 treatment. With this approach, we induced relative hypogammaglobulinemia (Figure S3a-d). The rationale for B-cell depletion is to prevent the production of specific antibodies to new antigens (53), generating a humoral immune defect that resembles CVID. No significant differences in FMT engraftment or mouse health were noted in mice treated with anti-CD20 mAb.
Fmt From Cvid Patients To Gf Mice Recapitulates Cvid Patients' Gut Dysbiosis
We examined broad community metrics, including alpha and beta diversity, to characterize the overall similarity between donor and recipient communities. Four weeks following FMT, there was a significant difference in microbial richness and alpha diversity between NIC-FMT, INF-FMT, and CTL-FMT recipients (Fig. 4b). We also found a significant difference in gut microbial richness and alpha diversity between NIC-FMT and INF-FMT recipients (Fig. 4c). In addition, beta diversity measurements using unweighted and weighted UniFrac distances revealed that the gut microbiome composition was significantly different between the three FMT groups (Fig. 4d). Notably, the microbiota composition of NIC-FMT recipients was distinct from INF-FMT recipients (Fig. 4e). In addition, inter-group analysis in gut microbiota composition identified dissimilarities between FMT recipients, most notably between CVID-FMT and control-FMT recipients (Fig. 4f). Taken together, these results demonstrate that GF-FMT mouse recipients predominantly exhibited gut microbiome compositional aberrations resembling what was seen in CVID donors.
We compared the relative abundance of the top 25 most abundant taxa between human fecal donors and FMT recipients (Fig. 5a). There was no statistically significant difference in the relative abundance between human donors and their respective FMT recipient mice in any of the FMT experiments. An exception was Klebsiella sp., which was present in low abundance in one NIC-CVID patient but was not detected in the mice. Bacteroides sp, Clostridium sp., and Akkermansia muciniphila had the highest relative abundance in both humans and mice.
Finally, we examined species-level differences between NIC-FMT and INF-FMT recipients. A representation of the mice's fecal microbiome that compares the relative abundance of the top 25 most abundant taxa between NIC-FMT and INF-FMT recipients is shown in (Fig. 5b). Similar to what we observed in CVID patients, NIC-FMT recipients had a higher relative abundance of microbes that can potentially cause opportunistic infections in immunocompromised individuals, including Dysgonomonas mossii and Negativebacillus massiliensis. D. mossii is a Gram-negative, anaerobic, coccobacillus-shaped bacteria within the phylum Bacteroidetes that has been reported to cause opportunistic infections in patients with type 1 diabetes and cancer (54–56). Similarly, N. massiliensis is a rare microbe that caused meningitis in a patient with Whipple Syndrome (57). On the other hand, INF-FMT recipients had a higher relative abundance of potentially beneficial microbes, including Clostridium symbiosum and Parabacteroides distasonis. C. symbiosum is a short-chain fatty acid producer associated with immunomodulatory and anti-inflammatory effects (58). Adding C. Symbiosum to the microbiota of a malnutrition mouse model ameliorated growth and metabolic abnormalities in the recipient mice (59). P. distasonis is one of 18 core members in the human gut microbiota (60) and thought to have critical physiological functions in its hosts. P. distasonis produces succinate (which activates gut glucogenesis) and transforms primary bile acids into secondary bile acids (61). Both succinate and secondary bile acids can promote gut barrier integrity and reduce inflammation in the gut of obese mice (62).
Taken together, our mWGS analysis of fecal matter from CVID patients and FMT-recipient GF mice revealed a high level of similarity between humans and mice, both in diversity metrics and in potential function. Both NIC-CVID patients and NIC-FMT recipients harbored potential pathogenic microbes associated with opportunistic infections in immunocompromised hosts, whereas INF-CVID patients and INF-FMT recipients harbored microbes with beneficial metabolic functions and potential anti-inflammatory capacity.