Pulmonary microbiome and transcriptome signatures reveal distinct pathobiologic states associated with mortality in two cohorts of pediatric stem cell transplant patients

Matt S. Zinter, Christopher C. Dvorak, Madeline Y. Mayday, Gustavo Reyes, Miriam R. Simon, Emma M. Pearce, Hanna Kim, Peter J. Shaw, Courtney M. Rowan, Jeffrey J. Auletta, Paul L. Martin, Kamar Godder, Christine N. Duncan, Nahal R. Lalefar, Erin M. Kreml, Janet R. Hume, Hisham Abdel-Azim, Caitlin Hurley, Geoffrey D.E. Cuvelier, Amy K. Keating, Muna Qayed, James S. Killinger, Julie C. Fitzgerald, Rabi Hanna, Kris M. Mahadeo, Troy C. Quigg, Prakash Satwani, Paul Castillo, Shira J. Gertz, Theodore B. Moore, Benjamin Hanisch, Aly Abdel-Mageed, Rachel Phelan, Dereck B. Davis, Michelle P. Hudspeth, Greg A. Yanik, Michael A. Pulsipher, Imran Sulaiman, Leopoldo N. Segal, Birgitta A. Versluys, Caroline A. Lindemans, Jaap J. Boelens, Joseph L. DeRisi, the Pediatric Transplantation and Cell Therapy Consortium
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Abstract

Lung injury is a major determinant of survival after pediatric hematopoietic cell transplantation (HCT). A deeper understanding of the relationship between pulmonary microbes, immunity, and the lung epithelium is needed to improve outcomes. In this multicenter study, we collected 278 bronchoalveolar lavage (BAL) samples from 229 patients treated at 32 children’s hospitals between 2014-2022. Using paired metatranscriptomes and human gene expression data, we identified 4 patient clusters with varying BAL composition. Among those requiring respiratory support prior to sampling, in-hospital mortality varied from 22-60% depending on the cluster (p=0.007). The most common patient subtype, Cluster 1, showed a moderate quantity and high diversity of commensal microbes with robust metabolic activity, low rates of infection, gene expression indicating alveolar macrophage predominance, and low mortality. The second most common cluster showed a very high burden of airway microbes, gene expression enriched for neutrophil signaling, frequent bacterial infections, and moderate mortality. Cluster 3 showed significant depletion of commensal microbes, a loss of biodiversity, gene expression indicative of fibroproliferative pathways, increased viral and fungal pathogens, and high mortality. Finally, Cluster 4 showed profound microbiome depletion with enrichment of Staphylococci and viruses, gene expression driven by lymphocyte activation and cellular injury, and the highest mortality. BAL clusters were modeled with a random forest classifier and reproduced in a geographically distinct validation cohort of 57 patients from The Netherlands, recapitulating similar cluster-based mortality differences (p=0.022). Degree of antibiotic exposure was strongly associated with depletion of BAL microbes and enrichment of fungi. Potential pathogens were parsed from all detected microbes by analyzing each BAL microbe relative to the overall microbiome composition, which yielded increased sensitivity for numerous previously occult pathogens. These findings support personalized interpretation of the pulmonary microenvironment in pediatric HCT, which may facilitate biology-targeted interventions to improve outcomes.
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肺微生物组和转录组特征揭示了两组儿童干细胞移植患者中与死亡率相关的不同病理状态
肺损伤是儿童造血细胞移植(HCT)后存活的主要决定因素。为了改善预后,需要更深入地了解肺微生物、免疫和肺上皮之间的关系。在这项多中心研究中,我们从2014-2022年间在32家儿童医院接受治疗的229例患者中收集了278份支气管肺泡灌洗(BAL)样本。利用配对的亚转录组和人类基因表达数据,我们确定了4个具有不同BAL组成的患者群。在采样前需要呼吸支持的患者中,住院死亡率因群群而异,从22-60%不等(p=0.007)。最常见的患者亚型,集群1,显示出数量适中且多样性高的共生微生物,代谢活性强,感染率低,基因表达表明肺泡巨噬细胞占优势,死亡率低。第二个最常见的集群显示气道微生物负担非常高,中性粒细胞信号表达丰富,细菌感染频繁,死亡率中等。集群3显示共生微生物明显减少,生物多样性丧失,基因表达指示纤维增殖途径,病毒和真菌病原体增加,死亡率高。最后,集群4表现出严重的微生物组缺失,葡萄球菌和病毒富集,基因表达受淋巴细胞激活和细胞损伤驱动,死亡率最高。使用随机森林分类器对BAL聚类进行建模,并在荷兰的57名患者的地理位置不同的验证队列中进行再现,总结出类似的基于聚类的死亡率差异(p=0.022)。抗生素暴露程度与BAL微生物的消耗和真菌的富集密切相关。通过分析每个BAL微生物相对于整体微生物组的组成,从所有检测到的微生物中解析出潜在的病原体,这对许多以前隐藏的病原体产生了更高的敏感性。这些发现支持儿科HCT中肺微环境的个性化解释,这可能有助于生物学靶向干预以改善结果。
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