LBPO.PR01 · 预防研究 · Late-Breaking
pks阳性细菌在结直肠癌中的作用
The role of pks -positive bacteria in colorectal cancer
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摘要 Abstract
中文摘要
肠上皮是一个动态环境,与包括细菌、病毒、真菌和古菌在内的数万亿微生物持续进行相互作用,这些微生物共同塑造宿主的健康与疾病。其中包括携带聚酮合酶(pks)致病岛的肠杆菌科细菌,该致病岛编码colibactin(大肠杆菌素),一种在人类细胞中诱导DNA损伤和基因组不稳定的基因毒素。pks阳性细菌在炎症性肠病和结直肠癌(CRC)中富集,且colibactin相关的突变特征存在于包括APC在内的关键CRC驱动基因中。这些特征在早发性CRC(eoCRC;诊断年龄<50岁)中不成比例地升高,并已在组织学正常的结肠隐窝中检测到,包括在儿童中。尽管有越来越多的证据,仅有pks的存在不足以预测colibactin相关的突变发生或癌症风险,这表明存在受宿主、微生物和环境因素以及暴露时机所塑造的强烈情境依赖性。我们假设,与CRC相关的colibactin驱动的突变发生受三个相互作用的决定因素支配:(i)pks阳性细菌的患病率和多样性存在人群和生命阶段特异性的变异,(ii)尽管存在pks,但允许或抑制功能性colibactin活性的宿主-微生物-环境配置,以及(iii)婴儿期的高度脆弱性,此时生态失衡为早期定植和突变发生创造了机会。为研究这些决定因素,我们开发了pks Profiler,一个可扩展的基于Nextflow的框架,整合了基于比对和隐马尔可夫模型的方法,用于对pks生物合成岛进行基因水平的分析。将其应用于259个TCGA CRC样本,揭示了显著的测序方式依赖性变异,pks在32.2%的全基因组测序肿瘤、14.9%的全外显子测序肿瘤和2.0%的RNA-seq样本中被检测到。相比之下,对376个粪便宏基因组的分析显示pks患病率显著更高(54.0%阳性),且岛全域覆盖更为均匀。为支持对pks存在是否导致colibactin相关突变发生的情境进行系统性研究,我们构建了一个LLM增强的知识图谱,整合了来自900例结直肠癌病例的多模态基因组、微生物、免疫、饮食、生活方式和流行病学数据,通过突出可能调节结直肠癌中功能性colibactin暴露的候选宿主、微生物和环境因素,为假设生成提供了资源。最后,对一个全球多样化的婴儿宏基因组汇编(约18,000个样本,包括约300对婴儿-母亲二元组)的分析表明,pks阳性细菌在生命早期即可检测到,其患病率在婴儿早期上升,在约六月龄时达到峰值,此后下降。二元组水平的分析显示婴儿-母亲之间的不一致性随时间增加,尽管母亲为pks阴性,婴儿却常为pks阳性。总之,这些发现建立了一个与癌症相关的框架,其中pks阳性细菌暴露的时机和情境(而非仅仅是存在与否)塑造了与CRC相关的colibactin相关突变风险。
查看英文原文 English abstract
The gut epithelium is a dynamic environment engaged in constant crosstalk with trillions of microbes, including bacteria, viruses, fungi, and archaea, that collectively shape host health and disease. Among these are Enterobacteriaceae that carry the polyketide synthase ( pks ) pathogenicity island, which encodes colibactin, a genotoxin that induces DNA damage and genomic instability in human cells. pks -positive bacteria are enriched in inflammatory bowel disease and colorectal cancer (CRC), and colibactin-associated mutational signatures are present in key CRC driver genes, including APC . These signatures are disproportionately elevated in early-onset CRC (eoCRC; diagnosis <50 years) and have been detected in histologically normal colonic crypts, including in children. Despite this growing evidence, pks presence alone is insufficient to predict colibactin-associated mutagenesis or cancer risk, indicating strong context dependence shaped by host, microbial, and environmental factors, as well as timing of exposure. We hypothesize that colibactin-driven mutagenesis relevant to CRC is governed by three interacting determinants: (i) population- and life stage-specific variability in the prevalence and diversity of pks -positive bacteria, and (ii) host-microbe-environmental configurations that permit or suppress functional colibactin activity despite pks presence, and (iii) the heightened vulnerability during infancy, where ecological imbalances create opportunities for early colonization and mutagenesis. To investigate these determinants, we developed pks Profiler, a scalable Nextflow-based framework integrating alignment-based and hidden Markov model approaches for gene-level profiling of the pks biosynthetic island. Application to 259 TCGA CRC samples revealed pronounced sequencing modality-dependent variability, with pks detected in 32.2% of whole-genome sequenced tumors, 14.9% of whole-exome sequenced tumors, and 2.0% of RNA-seq samples. In contrast, analysis of 376 stool metagenomes showed substantially higher pks prevalence (54.0% positive) and more uniform island-wide coverage. To support systematic investigation of contexts in which pks presence does or does not result in colibactin-associated mutagenesis, we constructed an LLM-augmented knowledge graph integrating multimodal genomic, microbial, immune, dietary, lifestyle, and epidemiologic data from 900 colorectal cancer cases, providing a resource for hypothesis generation by highlighting candidate host, microbial, and environmental factors that may modulate functional colibactin exposure in colorectal cancer. Finally, analysis of a globally diverse infant metagenome compendium (~18,000 samples, including ~300 infant-mother dyads) demonstrated that pks -positive bacteria are detectable early in life, with prevalence increasing during early infancy, peaking at approximately six months of age, and declining thereafter. Dyad-level analyses showed increasing infant-mother discordance over time, with infants frequently pks -positive despite pks -negative mothers. Together, these findings establish a cancer-relevant framework in which the timing and context of pks-positive bacterial exposure, rather than presence alone, shape colibactin-associated mutational risk relevant to CRC.
利益披露 Disclosure
A. Abbasi, None.