The composition of the gut microbiota is shaped by a complex interplay of exogenous factors and intrinsic host genetics. Integrated analyses using metagenomic sequencing of fecal samples with host genomic and transcriptomic profiling have established significant associations between specific microbial communities, host genetic variants, and gene expression patterns
134,135. These genetic influences can define an individual’s microbial landscape with direct consequences for health and disease. Specific host genotypes are powerful drivers of microbial community structure. For example, CRCs harboring a
KRAS p.G12D mutation exhibit a distinct microbial niche enriched with
F. nucleatum and
B. fragilis, a combination that promotes tumorigenesis in murine models
136,137. Furthermore, a host single nucleotide polymorphism (SNP rs2355016) within the
KCNJ11 gene correlates strongly with the abundance of
F. nucleatum138. Carriers of the risk allele demonstrate reduced
KCNJ11 expression and enhanced mucosal adhesion of
F. nucleatum, accelerating CRC progression
138. In addition to oncogenes, genes regulating host defense also shape microbiota. Systemic or intestinal epithelial knockout of
Mettl9 impairs secretory functions, leading to pathologic over-colonization by
Candida albicans, barrier disruption, and increased mortality
139. Depending on the host context, inflammatory status, the presence of live
vs. non-viable components, and strain specificity,
A. muciniphila can exert protective or pathogenic effects
140,141. Loss of group 3 innate lymphoid cells (ILC3s) triggers IL-22-dependent intestinal galactosylation, fostering the expansion of
A. muciniphila within the mucus layer. This effect disrupts microbial equilibrium and heightens susceptibility to
S. typhimurium infection
142. Similarly, functional loss of the
Fut2 gene, which governs epithelial fucosylation, compromises gut homeostasis. Notably, fecal microbiota transfer from
Fut2-deficient mice or inoculation with poorly fucosylated
B. fragilis is sufficient to confer colitis susceptibility in recipients
143. Such genetically influenced dysbiosis is a key driver in diseases, like early-onset CRC. This finding provides a compelling rationale for combining probiotics with genotype-targeted therapies. In
KRAS-mutant settings, the probiotic,
Parabacteroides distasonis, competitively excludes pro-tumorigenic
F. nucleatum, and oral administration attenuates CRC progression in mice
136. Advanced delivery systems are enhancing precision. Extracellular vesicles (EVs) from
L. acidophilus loaded with TNF-α siRNA, enable colon-specific gene silencing, reshaping the microbiota and metabolite profile to restore homeostasis in IBD models
144. In another approach, engineered
Pediococcus pentosaceus was developed as a safe lactic acid bacterium delivery vehicle expressing the secreted anticancer protein, P8, which has been reported to downregulate cyclin B1 and Cdk1
145. Oral administration of P8 suppresses tumor development in murine CRC xenografts and colitis-associated CRC and restores gut microbiota diversity
146. Collectively, these strategies underscore the significant translational potential of precisely modulating the microbiota based on host genetic context to improve therapeutic outcomes (
Table 6). However, the genotype-specific mechanisms governing host-microbe interactions in CRC require deeper characterization. Furthermore, the combined application of probiotics and gene-targeted agents demands rigorous optimization of dosing, safety, and delivery platforms to realize the full clinical promise.