11Objective: The gut microbiome is affected by a number of factors, including the innate and adaptive 12 immune system. The major histocompatibility complex (MHC), or the human leukocyte antigen 13 (HLA) in humans, performs an essential role in vertebrate immunity, and is very polymorphic in 14 different populations. HLA determines the specificity of T lymphocyte and natural killer (NK) cell 15 responses, including against the commensal bacteria present in the human gut. Thus, it is likely that 16our HLA molecules and thereby the adaptive immune response, can shape the composition of our 17 microbiome. Here, we investigated the effect of HLA haplotype on the microbiome composition. 18Results: We performed HLA typing and microbiota composition analyses on 3,002 public human gut 19 microbiome datasets. We found that (i) individuals with functionally similar HLA molecules (i.e. 20presenting similar peptides) are also similar in their microbiota, and (ii) HLA homozygosity correlated 21 with microbiome diversity, suggesting that diverse immune responses limit microbiome diversity. 22Conclusion: Our results show a statistical association between host HLA haplotype and gut 23 microbiome composition. Because the HLA haplotype is a readily measurable parameter of the 24 human immune system, these results open the door to incorporating the immune system into 25 predictive microbiome models. 26 27 IMPORTANCE The microorganisms that live in the digestive tracts of humans, known as the gut 28 microbiome, are essential for hosts survival as they support crucial functions. For example, they 29 support the host in facilitating the uptake of nutrients and give colonization resistance against 30 pathogens. The composition of the gut microbiome varies among humans. Studies have proposed 31 multiple factors driving the observed variation, including; diet, lifestyle, and health condition. 32Another major influence on the microbiome is the host's genetic background. We hypothesized the 33 immune system to be one of the most important genetic factors driving the differences observed 34 between gut microbiomes. Therefore, we are interested in linking the polymorphic molecules that 35 play a role in human immune responses to the composition of the microbiome. HLA molecules are 36 the most polymorphic molecules in our genome and therefore makes an excellent candidate to test 37 such an association/link. To our knowledge for the first time, our results indicate a significant impact 38 of the HLA on the human gut microbiome composition. 39 40 365 Ando, H., Mizuki, N., Ota, M., Yamazaki, M., Ohno, S., Goto, K., … Inoko, H. (1997). Allelic variants of the human MHC class I 366 chain-related B gene (MICB). Immunogenetics, 46(6), 499-508. https://doi.