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Xiong Y, Li J, Jin W, Sheng X, Peng H, Wang Z, Jia C, Zhuo L, Zhang Y, Huang J, Zhai M, Lyu B, Sun J, Zhou M. PCMR: a comprehensive precancerous molecular resource. Sci Data 2025; 12:551. [PMID: 40169679 PMCID: PMC11961594 DOI: 10.1038/s41597-025-04899-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Accepted: 03/25/2025] [Indexed: 04/03/2025] Open
Abstract
Early detection and intervention of precancerous lesions are crucial in reducing cancer morbidity and mortality. Comprehensive analysis of genomic, transcriptomic, proteomic and epigenomic alterations can provide insights into the early stages of carcinogenesis. However, the lacke of an integrated, well-curated data resource of molecular signatures limits our understanding of precancerous processes. Here, we introduce a comprehensive PreCancerous Molecular Resource (PCMR), which compiles 25,828 molecular profiles of precancerous samples paired with normal or malignant counterparts. These profiles cover precancerous lesions of 35 cancer types across 20 organs and tissues, derived from tissue samples, liquid biopsies, cell lines and organoids, with data from transcriptomics, proteomics and epigenomics. PCMR includes 62,566 precancer-gene associations derived from differential analysis and text-mining using the ChatGPT large language model. We examined PCMR dataset reliability and significance by the authoritative precancerous molecular signature, along with its biological and clinical relevance. Overall, PCMR will serve as a valuable resource for advancing precancer research and ultimately improving patient outcomes.
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Affiliation(s)
- Yichun Xiong
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Jiaqi Li
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Wang Jin
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Xiaoran Sheng
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Hui Peng
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Zhiyi Wang
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Caifeng Jia
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Lili Zhuo
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Yibo Zhang
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Jingzhe Huang
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Modi Zhai
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Beibei Lyu
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China
| | - Jie Sun
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China.
| | - Meng Zhou
- School of Biomedical Engineering, Eye Hospital, Wenzhou Medical University, Wenzhou, 325027, P. R. China.
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Callahan ZM, Liu W, Hou J, Zheng SL, Rehman J, Hedberg HM, Brown CS, Su B, Attaar M, Kuchta K, Regner M, Carbray J, Xu J, Ujiki M. Somatic DNA copy number alterations in non-dysplastic Barrett's esophagus. Surg Endosc 2020; 35:3961-3970. [PMID: 32749611 DOI: 10.1007/s00464-020-07859-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2020] [Accepted: 07/28/2020] [Indexed: 10/23/2022]
Abstract
BACKGROUND The purpose of this study was to analyze non-dysplastic Barrett's esophagus (NDBE) biopsy tissue and compare the rate of somatic DNA copy number alterations (CNAs) in patients who subsequently progressed to high-grade dysplasia (HGD) or esophageal adenocarcinoma (EAC) to those patients who did not. METHODS A retrospectively collected database of Barrett's esophagus (BE) patients spanning a 16-year period was queried. Patients who progressed from NDBE to HGD or EAC were identified and compared to patients who did not. Initial biopsy specimens were microdissected and extracted DNA underwent Multiplex Ligation-dependent Probe Amplification (MLPA) for CNAs. Comparisons between progressors and non-progressors were made with Fisher's exact and two-sample t tests. Logistic regression assessed factors associated with progression. RESULTS Of the 2459 patients in the BE database, 36 patients progressed from NDBE to either HGD or EAC. There were eight progressors who had biopsy specimens with adequate DNA for analysis. The progressor and non-progressor cohort had similar demographic information and medical history. The progressor group trended towards being older at diagnosis (72 ± 10 vs. 64 ± 13 years, p = 0.097) and fewer progressors reported reflux symptoms (50 vs. 94.7%, p < 0.001). Progressor specimens had more overall CNAs (75% vs. 33.6%, p = 0.026). On univariable analysis, there was an association between progression and absence of GERD symptoms (OR 16.54 [3.42-80.03], p = 0.001), any CNA (OR 5.10 [1.18-23.30], p = 0.035), and CNA in GATA6 or ERBB2 (OR 6.72 [1.18-38.22], p = 0.032). CONCLUSIONS Patients who progressed from NDBE to HGD or EAC were older at first diagnosis of BE and fewer of the progressors reported symptoms of reflux when compared to non-progressors. Progression was associated with the presence of any CNA and specific CNAs in GATA6 or ERBB2.
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Affiliation(s)
- Zachary M Callahan
- Department of Surgery, NorthShore University HealthSystem, 2650 Ridge Avenue, GCSI Suite B665, Evanston, IL, 60201, USA.
| | - Wennuan Liu
- Program for Personalized Cancer Care and Department of Surgery, NorthShore University HealthSystem, Evanston, IL, USA
| | - Jun Hou
- Program for Personalized Cancer Care and Department of Surgery, NorthShore University HealthSystem, Evanston, IL, USA
| | - S Lilly Zheng
- Program for Personalized Cancer Care and Department of Surgery, NorthShore University HealthSystem, Evanston, IL, USA
| | - Jamaal Rehman
- Department of Pathology, NorthShore University HealthSystem, Evanston, IL, USA
| | - H Mason Hedberg
- Department of Surgery, NorthShore University HealthSystem, 2650 Ridge Avenue, GCSI Suite B665, Evanston, IL, 60201, USA
| | - Craig S Brown
- Department of Surgery, NorthShore University HealthSystem, 2650 Ridge Avenue, GCSI Suite B665, Evanston, IL, 60201, USA
| | - Bailey Su
- Department of Surgery, NorthShore University HealthSystem, 2650 Ridge Avenue, GCSI Suite B665, Evanston, IL, 60201, USA
| | - Mikhail Attaar
- Department of Surgery, NorthShore University HealthSystem, 2650 Ridge Avenue, GCSI Suite B665, Evanston, IL, 60201, USA
| | - Kristine Kuchta
- Bioinformatics and Research Core, NorthShore University HealthSystem, Evanston, IL, USA
| | - MaryAnn Regner
- Department of Pathology, NorthShore University HealthSystem, Evanston, IL, USA
| | - JoAnn Carbray
- Department of Surgery, NorthShore University HealthSystem, 2650 Ridge Avenue, GCSI Suite B665, Evanston, IL, 60201, USA
| | - Jianfeng Xu
- Program for Personalized Cancer Care and Department of Surgery, NorthShore University HealthSystem, Evanston, IL, USA
| | - Michael Ujiki
- Department of Surgery, NorthShore University HealthSystem, 2650 Ridge Avenue, GCSI Suite B665, Evanston, IL, 60201, USA
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