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Joint Modeling of Longitudinal Biomarker and Survival Outcomes with the Presence of Competing Risk in the Nested Case-Control Studies with Application to the TEDDY Microbiome Dataset

Zhao, Yanan; Lee, Ting-Fang; Zhou, Boyan; Wang, Chan; Schmidt, Ann Marie; Liu, Mengling; Li, Huilin; Hu, Jiyuan
MOTIVATION/BACKGROUND:Large-scale prospective cohort studies collect longitudinal biospecimens alongside time-to-event outcomes to investigate biomarker dynamics in relation to disease risk. The nested case-control (NCC) design provides a cost-effective alternative to full cohort biomarker studies while preserving statistical efficiency. Despite advances in joint modeling for longitudinal and time-to-event outcomes, few approaches address the unique challenges posed by NCC sampling, non-normally distributed biomarkers, and competing survival outcomes. RESULTS:Motivated by the TEDDY study, we propose "JM-NCC", a joint modeling framework designed for NCC studies with competing events. It integrates a generalized linear mixed-effects model for potentially non-normally distributed biomarkers with a cause-specific hazard model for competing risks. Two estimation methods are developed. fJM-NCC leverages NCC sub-cohort longitudinal biomarker data and full cohort survival and clinical metadata, while wJM-NCC uses only NCC sub-cohort data. Both simulation studies and an application to TEDDY microbiome dataset demonstrate the robustness and efficiency of the proposed methods. AVAILABILITY/BACKGROUND:Software is available at https://github.com/Zhaoyn-oss/JMNCC and archived on Zenodo at https://zenodo.org/records/18199759 (DOI: 10.5281/zenodo.18199759). SUPPLEMENTARY INFORMATION/BACKGROUND:Supplementary data are available at Bioinformatics online.
PMID: 41570114
ISSN: 1367-4811
CID: 5988672

Personalized dietary feedback mediates the association of dietary self-monitoring adherence and weight loss: a post-hoc analysis of the Personal Diet Study

Berube, Lauren T; Wang, Chan; Curran, Margaret; Pompeii, Mary Lou; Hu, Lu; Barua, Souptik; Li, Huilin; St-Jules, David E; Schoenthaler, Antoinette; Segal, Eran; Bergman, Michael; Popp, Collin J
BACKGROUND:Dietary self-monitoring is central to effective personalized nutrition, providing critical data to inform tailored feedback and support behavior change. OBJECTIVE:To examine the impact of dietary self-monitoring adherence and the indirect effect of personalized scores to predict postprandial glycemic response (PPGR) on weight loss. METHODS:Post-hoc analysis of the Personal Diet Study that investigated the impact of a machine algorithm-based diet that integrates clinical and microbiome features (Personalized) compared to a standard, low-fat diet (Standardized) on weight loss. All participants received behavioral counseling and were encouraged to self-monitor dietary intake via a smartphone app. Personalized received algorithm-based scores (1 to 5) on predicted PPGR to foods logged (PPGR score; 1-2 indicating optimal; 3-5 suboptimal). Dietary self-monitoring adherence was the percentage of days logging ≥50% of target calories, classified as high or low. PPGR score quality was calculated by the proportion of optimal predicted PPGR scores per day; defined as "high-PPGR quality" days when this exceeded the group average. Mediation analysis assessed whether PPGR quality mediated the relationship between dietary self-monitoring adherence and weight loss. RESULTS:Participants with high self-monitoring adherence lost an average of 4.2% of their baseline weight, compared to 1.9% among those with low adherence (p=0.016). High self-monitoring adherence was associated with a greater likelihood of achieving ≥5% weight loss (aOR=3.67, 95% CI: 1.63-8.50). Within Personalized, high PPGR quality mediated 53.4% of the total effect of self-monitoring adherence on weight loss (p<0.001). CONCLUSION/CONCLUSIONS:Consistent self-monitoring coupled with personalized feedback may significantly enhance weight loss in a precision nutrition approach. CLINICAL TRIAL REGISTRATION/BACKGROUND:NCT03336411.
PMID: 41539436
ISSN: 1541-6100
CID: 5986592

Multi-omics analysis of a pig-to-human decedent kidney xenotransplant

Schmauch, Eloi; Piening, Brian D; Dowdell, Alexa K; Mohebnasab, Maedeh; Williams, Simon H; Stukalov, Alexey; Robinson, Fred L; Bombardi, Robin; Jaffe, Ian; Khalil, Karen; Kim, Jacqueline; Aljabban, Imad; Eitan, Tal; O'Brien, Darragh P; Rophina, Mercy; Wang, Chan; Bartlett, Alexandra Q; Zanoni, Francesca; Albay, Jon; Andrijevic, David; Maden, Berk; Mauduit, Vincent; Vikman, Susanna; Argibay, Diana; Zayas, Zasha; Wu, Leah; Moi, Kiana; Lau, Billy; Zhang, Weimin; Gragert, Loren; Weldon, Elaina; Gao, Hui; Hamilton, Lauren; Kagermazova, Larisa; Camellato, Brendan R; Gandla, Divya; Bhatt, Riyana; Gao, Sarah; Al-Ali, Rudaynah A; Habara, Alawi H; Chang, Andrew; Ferdosi, Shadi; Chen, Han M; Motter, Jennifer D; Chacon, Fiorella A; Thomas, Scott C; Saxena, Deepak; Fairchild, Robert L; Loupy, Alexandre; Heguy, Adriana; Crawford, Ali; Batzoglou, Serafim; Snyder, Michael P; Siddiqui, Asim; Holmes, Michael V; Chong, Anita S; Kaikkonen, Minna U; Linna-Kuosmanen, Suvi; Ayares, David; Lorber, Marc; Nellore, Anoma; Skolnik, Edward Y; Mattoo, Aprajita; Tatapudi, Vasishta S; Taft, Ryan; Mangiola, Massimo; Guo, Qian; Herati, Ramin S; Stern, Jeffrey; Griesemer, Adam; Kellis, Manolis; Boeke, Jef D; Montgomery, Robert A; Keating, Brendan J
Organ shortage remains a major challenge in transplantation, and gene-edited pig organs offer a promising solution1-3. Despite gene-editing, the immune reactions following xenotransplantation can still cause transplant failure4. To understand the immunological response of a pig-to-human kidney xenotransplantation, we conducted large-scale multi-omics profiling of the xenograft and the host's blood over a 61-day procedure in a brain-dead human (decedent) recipient. Blood plasmablasts, natural killer (NK) cells, and dendritic cells increased between postoperative day (POD)10 and 28, concordant with expansion of IgG/IgA B-cell clonotypes, and subsequent biopsy-confirmed antibody-mediated rejection (AbMR) at POD33. Human T-cell frequencies increased from POD21 and peaked between POD33-49 in the blood and xenograft, coinciding with T-cell receptor diversification, expansion of a restricted TRBV2/J1 clonotype and histological evidence of a combined AbMR and cell-mediated rejection at POD49. At POD33, the most abundant human immune population in the graft was CXCL9+ macrophages, aligning with IFN-γ-driven inflammation and a Type I immune response. In addition, we see evidence of interactions between activated pig-resident macrophages and infiltrating human immune cells. Xenograft tissue showed pro-fibrotic tubular and interstitial injury, marked by S100A65, SPP16 (Osteopontin), and COLEC117, at POD21-POD33. Proteomics profiling revealed human and pig complement activation, with decreased human component after AbMR therapy with complement inhibition. Collectively, these data delineate the molecular orchestration of human immune responses to a porcine kidney, revealing potential immunomodulatory targets for improving xenograft survival.
PMID: 41233547
ISSN: 1476-4687
CID: 5967082

Oral Bacterial and Fungal Microbiome and Subsequent Risk for Pancreatic Cancer

Meng, Yixuan; Wu, Feng; Kwak, Soyoung; Wang, Chan; Usyk, Mykhaylo; Freedman, Neal D; Huang, Wen-Yi; Um, Caroline Y; Gonda, Tamas A; Oberstein, Paul E; Li, Huilin; Hayes, Richard B; Ahn, Jiyoung
IMPORTANCE/UNASSIGNED:The oral microbiota may be involved in the development of pancreatic cancer, yet current evidence is largely limited to bacterial 16S amplicon sequencing and small retrospective case-control studies. OBJECTIVE/UNASSIGNED:To test whether the oral bacterial and fungal microbiome is associated with the subsequent development of pancreatic cancer. DESIGN, SETTING, AND PARTICIPANTS/UNASSIGNED:This cohort study used data from 2 epidemiological cohorts: the American Cancer Society Cancer Prevention Study-II Nutrition Cohort and the Prostate, Lung, Colorectal, and Ovarian Cancer Screening Trial. Among cohort participants who provided oral samples, those who prospectively developed pancreatic cancer were identified during follow-up. Control participants who remained free of cancer were selected by 1:1 frequency matching on cohort, 5-year age band, sex, race and ethnicity, and time since oral sample collection. Data were collected from August 2023 to September 2024, and data were analyzed from August 2023 to January 2025. EXPOSURES/UNASSIGNED:The oral bacterial and fungal microbiome were characterized via whole-genome shotgun sequencing and internal transcribed spacer (ITS) sequencing, respectively. The association of periodontal pathogens of the red complex (Treponema denticola, Porphyromonas gingivalis, and Tannerella forsythia) and orange complex (Fusobacterium nucleatum, F periodonticum, Prevotella intermedia, P nigrescens, Parvimonas micra, Eubacterium nodatum, Campylobacter shower, and C gracilis) with pancreatic cancer was tested via logistic regression. The association of the microbiome-wide bacterial and fungal taxa with pancreatic cancer was assessed by Analysis of Compositions of Microbiomes With Bias Correction 2 (ANCOM-BC2). Microbial risk scores (MRS) for pancreatic cancer were calculated from the risk-associated bacterial and fungal species. MAIN OUTCOMES AND MEASURES/UNASSIGNED:Pancreatic cancer incidence. RESULTS/UNASSIGNED:Of 122 000 cohort participants who provided samples, 445 developed pancreatic cancer over a median (IQR) follow-up of 8.8 (4.9-13.4) years and were matched with 445 controls. Of these 890 participants, 474 (53.3%) were male, and the mean (SD) age was 67.2 (7.5) years. Three oral bacterial periodontal pathogens-P gingivalis, E nodatum, and P micra-were associated with increased risk of pancreatic cancer. A bacteriome-wide scan revealed 8 oral bacteria associated with decreased and 13 oral bacteria associated with increased risk of pancreatic cancer (false discovery rate-adjusted Q statistic less than .05). Of the fungi, genus Candida was associated with increased risk of pancreatic cancer. The MRS, based on 27 oral species, was associated with an increase in pancreatic cancer risk (multivariate odds ratio per 1-SD increase in MRS, 3.44; 95% CI, 2.63-4.51). CONCLUSIONS AND RELEVANCE/UNASSIGNED:In this cohort study, oral bacteria and fungi were significant risk factors for pancreatic cancer development. Oral microbiota hold promise as biomarkers to identify individuals at high risk of pancreatic cancer, potentially contributing to personalized prevention.
PMCID:12447289
PMID: 40965868
ISSN: 2374-2445
CID: 5935402

A Culturally and Linguistically Tailored Intervention to Improve Diabetes-Related Outcomes in Chinese Americans With Type 2 Diabetes: Pilot Randomized Controlled Trial

Liu, Jing; Cao, Jiepin; Shi, Yun; Sevick, Mary Ann; Islam, Nadia; Feldman, Naumi; Li, Huilin; Wang, Chan; Zhao, Yanan; Tamura, Kosuke; Levy, Natalie; Jiang, Nan; Zhu, Ziqiang; Wang, Yulin; Hong, Jia; Hu, Lu
BACKGROUND:levels. However, it remains unclear whether the CARE program also improves diabetes self-efficacy and psychosocial outcomes in the same study sample. OBJECTIVE:This is a secondary analysis to examine the potential efficacy of the CARE program on secondary outcomes, including diabetes self-efficacy, self-care activities, beliefs in diabetes self-care activities, and diabetes distress among Chinese Americans with T2D. METHODS:level of 7% or higher. Participants were recruited from various health care settings in New York City, including community health centers, private primary care providers, and NYU Langone Health and its affiliates, and were randomly assigned to either the CARE intervention group (n=30) or a waitlist control group (n=30). The intervention consisted of 2 culturally and linguistically tailored educational videos per week for 12 weeks, covering diabetes self-care topics such as healthy eating, physical activity, and medication adherence. These videos were delivered via the WeChat app. In addition, community health workers provided support calls to assist them in setting goals, problem-solving, and addressing social determinants of health barriers every 2 weeks. Secondary outcomes included patient self-reported diabetes self-efficacy, self-care activities, beliefs in diabetes self-care activities, and diabetes distress. Outcomes were assessed at baseline, 3 months, and 6 months. RESULTS:Participants had a mean age of 54.3 (SD 11.5) years and 62% (37/60) were male, 78% (47/60) were married, 58% (35/60) were employed, 70% (42/60) had a high school education or lower, and 88% (53/60) reported limited English proficiency. Intervention participants demonstrated statistically significant improvements in self-efficacy at 3 months (estimated difference in change: 8.47; 95% CI 2.44-14.5; adjusted P=.02), diabetes distress at 6 months (estimated difference in change: -0.43; 95% CI -0.71 to -0.15; adjusted P=.009), and adherence to a healthy diet at both 3 months (estimated difference in change: 1.61; 95% CI 0.46-2.75; adjusted P=.02) and 6 months (estimated difference in change: 1.64; 95% CI 0.48-2.81; adjusted P=.02). CONCLUSIONS:The culturally and linguistically tailored intervention showed promise in improving self-efficacy and diabetes self-care activities among Chinese Americans with T2D, warranting validation through a large-scale randomized controlled trial. TRIAL REGISTRATION/BACKGROUND:ClinicalTrials.gov NCT03557697; https://clinicaltrials.gov/study/NCT03557697.
PMID: 41144955
ISSN: 2291-5222
CID: 5960992

Culturally Tailored Social Media Intervention Improves Health Outcomes in Chinese Americans with Type 2 Diabetes: Preliminary Evidence from a Pilot RCT

Shi, Yun; Sevick, Mary Ann; Tang, Hao; Wang, Chan; Zhao, Yanan; Yoon, SeongHoon; Li, Huilin; Jiang, Yulin; Bai, Yujie; Ong, Iris H; Yang, Ximin; Su, Liwen; Levy, Natalie; Tamura, Kosuke; Hu, Lu
BACKGROUND:Minoritized populations face many barriers to accessing evidence-based diabetes intervention. OBJECTIVES/OBJECTIVE:To evaluate the feasibility, acceptability, and potential efficacy of a social media-based intervention to improve glycemic control among Chinese Americans with type 2 diabetes. DESIGN/METHODS:A pilot randomized controlled trial (RCT) with 3-month and 6-month follow-ups. PARTICIPANTS/METHODS:Chinese Americans (n = 60, mean age 54.3 years old) with limited education (70.0% with high school or less) and low income (50.0% with annual household income < $25,000), and 88.3% have limited English proficiency. INTERVENTION/METHODS:Culturally and linguistically tailored diabetes videos (two videos/week for 12 weeks) delivered via social media and support calls from community health workers. MAIN MEASURES/METHODS:Primary outcomes include feasibility (video watch rate, biweekly call completion rate, and retention rates), acceptability (patient satisfaction), and HbA1c. Secondary health-related outcomes include body weight, BMI, physical activity, and dietary intake. Video watch rate and biweekly call completion rate were assessed at baseline and 3 months, while others were measured at baseline, 3 months, and 6 months. RESULTS:We observed high feasibility and acceptability of the intervention, with retention rates over 87%, an 89% video watch rate, 80% biweekly phone call completion, and a satisfaction rating of 9 out of 10. The intervention group showed a significantly greater increase in fruit intake compared to the control group (0.15 cups vs. - 0.44 cups, adj_p = 0.023) at 3 months. While no significant differences in other outcomes were observed between the groups, the intervention group showed significant improvements in key outcomes, including reduced HbA1c levels (- 1.08%, adj_p < 0.001), weight loss (- 5.15 lbs, adj_p = 0.004), lower BMI (- 0.83, adj_p = 0.023), and reduced starchy food intake (- 0.33 cups, adj_p = 0.033) at 6 months. CONCLUSIONS:The observed high feasibility and acceptability suggest the intervention's feasibility. However, due to the limited sample size, a larger-scale RCT is warranted to test the efficacy of the intervention. TRIAL REGISTRATION/BACKGROUND:ClinicalTrials.gov NCT03557697; https://clinicaltrials.gov/ct2/show/NCT03557697.
PMID: 40016380
ISSN: 1525-1497
CID: 5801282

Baseline Characteristics of Weight-Loss Success in a Personalized Nutrition Intervention: A Secondary Analysis

Popp, Collin J; Wang, Chan; Berube, Lauren; Curran, Margaret; Hu, Lu; Pompeii, Mary Lou; Barua, Souptik; Li, Huilin; St-Jules, David E; Schoenthaler, Antoinette; Segal, Eran; Bergman, Michael; Sevick, Mary Ann
PMID: 40647283
ISSN: 2072-6643
CID: 5891412

Association of tumor microbiome with survival in resected early-stage PDAC

Meng, Yixuan; Wang, Chan; Usyk, Mykhaylo; Kwak, Soyoung; Peng, Chengwei; Hu, Kenneth S; Oberstein, Paul E; Krogsgaard, Michelle; Li, Huilin; Hayes, Richard B; Ahn, Jiyoung
The pancreas tumor microbiota may influence tumor microenvironment and influence survival in early-stage pancreatic ductal adenocarcinoma (PDAC); however, current studies are limited and small. We investigated the relationship of tumor microbiota to survival in 201 surgically resected patients with localized PDAC (Stages I-II), from The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) cohorts. We characterized the tumor microbiome using RNA-sequencing data. We examined the association of the tumor microbiome with overall survival (OS), via meta-analysis with the Cox PH model. A microbial risk score (MRS) was calculated from the OS-associated microbiota. We further explored whether the OS-associated microbiota is related to host tumor immune infiltration. PDAC tumor microbiome α- and β-diversities were not associated with OS; however, 11 bacterial species, including species of Gammaproteobacteria, confirmed by extensive resampling, were significantly associated with OS (all Q < 0.05). The MRS summarizing these bacteria was related to a threefold change in OS (hazard ratio = 2.96 per standard deviation change in the MRS, 95% confidence interval = 2.26-3.86). This result was consistent across the two cohorts and in stratified analyses by adjuvant therapy (chemotherapy/radiation). Identified microbiota and the MRS also exhibited association with memory B cells and naïve CD4+ T cells, which may be related to the immune landscape through BCR and TCR signaling pathways. Our study shows that a unique tumor microbiome structure, potentially affecting the tumor immune microenvironment, is associated with poorer survival in resected early-stage PDAC. These findings suggest that microbial mechanisms may be involved in PDAC survival, potentially informing PDAC prognosis and guiding personalized treatment strategies.IMPORTANCEMuch of the available data on the PDAC tumor microbiome and survival are derived from relatively small and heterogeneous studies, including those involving patients with advanced stages of pancreatic cancer. There is a critical knowledge gap in terms of the tumor microbiome and survival in early-stage patients treated by surgical resection; we expect that advancements in survival may initially be best achieved in these patients who are treated with curative intent.
PMID: 40013793
ISSN: 2379-5077
CID: 5801172

Oral Microbiome and Subsequent Risk of Head and Neck Squamous Cell Cancer

Kwak, Soyoung; Wang, Chan; Usyk, Mykhaylo; Wu, Feng; Freedman, Neal D; Huang, Wen-Yi; McCullough, Marjorie L; Um, Caroline Y; Shrubsole, Martha J; Cai, Qiuyin; Li, Huilin; Ahn, Jiyoung; Hayes, Richard B
IMPORTANCE/UNASSIGNED:The oral microbiota may be involved in development of head and neck squamous cell cancer (HNSCC), yet current evidence is largely limited to bacterial 16S amplicon sequencing or small retrospective case-control studies. OBJECTIVE/UNASSIGNED:To test whether oral bacterial and fungal microbiomes are associated with subsequent risk of HNSCC development. DESIGN, SETTING, AND PARTICIPANTS/UNASSIGNED:Prospective nested case-control study among participants providing oral samples in 3 epidemiological cohorts, the American Cancer Society Cancer Prevention Study II Nutrition Cohort, the Prostate, Lung, Colorectal, and Ovarian Cancer Screening Trial, and the Southern Community Cohort Study. Two hundred thirty-six patients who prospectively developed HNSCC were identified during a mean (SD) of 5.1 (3.6) years of follow-up. Control participants who remained HNSCC free were selected by 2:1 frequency matching on cohort, age, sex, race and ethnicity, and time since oral sample collection. Data analysis was conducted in 2023. EXPOSURES/UNASSIGNED:Characterization of the oral bacterial microbiome using whole-genome shotgun sequencing and the oral fungal microbiome using internal transcribed spacer sequencing. Association of bacterial and fungal taxa with HNSCC was assessed by analysis of compositions of microbiomes with bias correction. Association with red and orange oral pathogen complexes was tested by logistic regression. A microbial risk score for HNSCC risk was calculated from risk-associated microbiota. MAIN OUTCOMES AND MEASURES/UNASSIGNED:The primary outcome was HNSCC incidence. RESULTS/UNASSIGNED:The study included 236 HNSCC case participants with a mean (SD) age of 60.9 (9.5) years and 24.6% women during a mean of 5.1 (3.6) years of follow-up, and 485 matched control participants. Overall microbiome diversity at baseline was not related to subsequent HNSCC risk; however 13 oral bacterial species were found to be differentially associated with development of HNSCC. The species included the newly identified Prevotella salivae, Streptococcus sanguinis, and Leptotrichia species, as well as several species belonging to beta and gamma Proteobacteria. The red/orange periodontal pathogen complex was moderately associated with HNSCC risk (odds ratio, 1.06 per 1 SD; 95% CI, 1.00-1.12). A 1-SD increase in microbial risk score (created based on 22 bacteria) was associated with a 50% increase in HNSCC risk (multivariate odds ratio, 1.50; 95% CI, 1.21-1.85). No fungal taxa associated with HNSCC risk were identified. CONCLUSIONS AND RELEVANCE/UNASSIGNED:This case-control study yielded compelling evidence that oral bacteria are a risk factor for HNSCC development. The identified bacteria and bacterial complexes hold promise, along with other risk factors, to identify high-risk individuals for personalized prevention of HNSCC.
PMCID:11428028
PMID: 39325441
ISSN: 2374-2445
CID: 5738752

Lung microbial and host genomic signatures as predictors of prognosis in early-stage adenocarcinoma

Tsay, Jun-Chieh J; Darawshy, Fares; Wang, Chan; Kwok, Benjamin; Wong, Kendrew K; Wu, Benjamin G; Sulaiman, Imran; Zhou, Hua; Isaacs, Bradley; Kugler, Matthias C; Sanchez, Elizabeth; Bain, Alexander; Li, Yonghua; Schluger, Rosemary; Lukovnikova, Alena; Collazo, Destiny; Kyeremateng, Yaa; Pillai, Ray; Chang, Miao; Li, Qingsheng; Vanguri, Rami S; Becker, Anton S; Moore, William H; Thurston, George; Gordon, Terry; Moreira, Andre L; Goparaju, Chandra M; Sterman, Daniel H; Tsirigos, Aristotelis; Li, Huilin; Segal, Leopoldo N; Pass, Harvey I
BACKGROUND:Risk of early-stage lung adenocarcinoma (LUAD) recurrence after surgical resection is significant, and post-recurrence median survival is approximately two years. Currently there are no commercially available biomarkers that predict recurrence. Here, we investigated whether microbial and host genomic signatures in the lung can predict recurrence. METHODS:In 91 early-stage (Stage IA/IB) LUAD-patients with extensive follow-up, we used 16s rRNA gene sequencing and host RNA-sequencing to map the microbial and host transcriptomic landscape in tumor and adjacent unaffected lung samples. RESULTS:23 out of 91 subjects had tumor recurrence over 5-year period. In tumor samples, LUAD recurrence was associated with enrichment with Dialister, Prevotella, while in unaffected lung, recurrence was associated with enrichment with Sphyngomonas and Alloiococcus. The strengths of the associations between microbial and host genomic signatures with LUAD recurrence were greater in adjacent unaffected lung samples than in the primary tumor. Among microbial-host features in the unaffected lung samples associated with recurrence, enrichment with Stenotrophomonas geniculata and Chryseobacterium were positively correlated with upregulation of IL-2, IL-3, IL-17, EGFR, HIF-1 signaling pathways among the host transcriptome. In tumor samples, enrichment with Veillonellaceae Dialister, Ruminococcacea, Haemophilus Influenza, and Neisseria were positively correlated with upregulation of IL-1, IL-6, IL17, IFN, and Tryptophan metabolism pathways. CONCLUSIONS:Overall, modeling suggested that a combined microbial/transcriptome approach using unaffected lung samples had the best biomarker performance (AUC=0.83). IMPACT/CONCLUSIONS:This study suggests that LUAD recurrence is associated with distinct pathophysiological mechanisms of microbial-host interactions in the unaffected lung rather than those present in the resected tumor.
PMID: 39225784
ISSN: 1538-7755
CID: 5687792