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A spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer
OBJECTIVE: Gastric intestinal metaplasia (GIM) is a precancerous lesion that increases gastric cancer (GC) risk. The Operative Link on GIM (OLGIM) is a combined clinical-histopathologic system to risk-stratify patients with GIM. The identification of molecular biomarkers that are indicators for adva...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10541579/ https://www.ncbi.nlm.nih.gov/pubmed/37786704 http://dx.doi.org/10.1101/2023.09.20.558462 |
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author | Huang, Robert J. Wichmann, Ignacio A. Su, Andrew Sathe, Anuja Shum, Miranda V. Grimes, Susan M. Meka, Rithika Almeda, Alison Bai, Xiangqi Shen, Jeanne Nguyen, Quan Amieva, Manuel R. Hwang, Joo Ha Ji, Hanlee P. |
author_facet | Huang, Robert J. Wichmann, Ignacio A. Su, Andrew Sathe, Anuja Shum, Miranda V. Grimes, Susan M. Meka, Rithika Almeda, Alison Bai, Xiangqi Shen, Jeanne Nguyen, Quan Amieva, Manuel R. Hwang, Joo Ha Ji, Hanlee P. |
author_sort | Huang, Robert J. |
collection | PubMed |
description | OBJECTIVE: Gastric intestinal metaplasia (GIM) is a precancerous lesion that increases gastric cancer (GC) risk. The Operative Link on GIM (OLGIM) is a combined clinical-histopathologic system to risk-stratify patients with GIM. The identification of molecular biomarkers that are indicators for advanced OLGIM lesions may improve cancer prevention efforts. METHODS: This study was based on clinical and genomic data from four cohorts: 1) GAPS, a GIM cohort with detailed OLGIM severity scoring (N=303 samples); 2) the Cancer Genome Atlas (N=198); 3) a collation of in-house and publicly available scRNA-seq data (N=40), and 4) a spatial validation cohort (N=5) consisting of annotated histology slides of patients with either GC or advanced GIM. We used a multi-omics pipeline to identify, validate and sequentially parse a highly-refined signature of 26 genes which characterize high-risk GIM. RESULTS: Using standard RNA-seq, we analyzed two separate, non-overlapping discovery (N=88) and validation (N=215) sets of GIM. In the discovery phase, we identified 105 upregulated genes specific for high-risk GIM (defined as OLGIM III-IV), of which 100 genes were independently confirmed in the validation set. Spatial transcriptomic profiling revealed 36 of these 100 genes to be expressed in metaplastic foci in GIM. Comparison with bulk GC sequencing data revealed 26 of these genes to be expressed in intestinal-type GC. Single-cell profiling resolved the 26-gene signature to both mature intestinal lineages (goblet cells, enterocytes) and immature intestinal lineages (stem-like cells). A subset of these genes was further validated using single-molecule multiplex fluorescence in situ hybridization. We found certain genes (TFF3 and ANPEP) to mark differentiated intestinal lineages, whereas others (OLFM4 and CPS1) localized to immature cells in the isthmic/crypt region of metaplastic glands, consistent with the findings from scRNAseq analysis. CONCLUSIONS: using an integrated multi-omics approach, we identified a novel 26-gene expression signature for high-OLGIM precursors at increased risk for GC. We found this signature localizes to aberrant intestinal stem-like cells within the metaplastic microenvironment. These findings hold important translational significance for future prevention and early detection efforts. |
format | Online Article Text |
id | pubmed-10541579 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-105415792023-10-02 A spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer Huang, Robert J. Wichmann, Ignacio A. Su, Andrew Sathe, Anuja Shum, Miranda V. Grimes, Susan M. Meka, Rithika Almeda, Alison Bai, Xiangqi Shen, Jeanne Nguyen, Quan Amieva, Manuel R. Hwang, Joo Ha Ji, Hanlee P. bioRxiv Article OBJECTIVE: Gastric intestinal metaplasia (GIM) is a precancerous lesion that increases gastric cancer (GC) risk. The Operative Link on GIM (OLGIM) is a combined clinical-histopathologic system to risk-stratify patients with GIM. The identification of molecular biomarkers that are indicators for advanced OLGIM lesions may improve cancer prevention efforts. METHODS: This study was based on clinical and genomic data from four cohorts: 1) GAPS, a GIM cohort with detailed OLGIM severity scoring (N=303 samples); 2) the Cancer Genome Atlas (N=198); 3) a collation of in-house and publicly available scRNA-seq data (N=40), and 4) a spatial validation cohort (N=5) consisting of annotated histology slides of patients with either GC or advanced GIM. We used a multi-omics pipeline to identify, validate and sequentially parse a highly-refined signature of 26 genes which characterize high-risk GIM. RESULTS: Using standard RNA-seq, we analyzed two separate, non-overlapping discovery (N=88) and validation (N=215) sets of GIM. In the discovery phase, we identified 105 upregulated genes specific for high-risk GIM (defined as OLGIM III-IV), of which 100 genes were independently confirmed in the validation set. Spatial transcriptomic profiling revealed 36 of these 100 genes to be expressed in metaplastic foci in GIM. Comparison with bulk GC sequencing data revealed 26 of these genes to be expressed in intestinal-type GC. Single-cell profiling resolved the 26-gene signature to both mature intestinal lineages (goblet cells, enterocytes) and immature intestinal lineages (stem-like cells). A subset of these genes was further validated using single-molecule multiplex fluorescence in situ hybridization. We found certain genes (TFF3 and ANPEP) to mark differentiated intestinal lineages, whereas others (OLFM4 and CPS1) localized to immature cells in the isthmic/crypt region of metaplastic glands, consistent with the findings from scRNAseq analysis. CONCLUSIONS: using an integrated multi-omics approach, we identified a novel 26-gene expression signature for high-OLGIM precursors at increased risk for GC. We found this signature localizes to aberrant intestinal stem-like cells within the metaplastic microenvironment. These findings hold important translational significance for future prevention and early detection efforts. Cold Spring Harbor Laboratory 2023-09-22 /pmc/articles/PMC10541579/ /pubmed/37786704 http://dx.doi.org/10.1101/2023.09.20.558462 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Huang, Robert J. Wichmann, Ignacio A. Su, Andrew Sathe, Anuja Shum, Miranda V. Grimes, Susan M. Meka, Rithika Almeda, Alison Bai, Xiangqi Shen, Jeanne Nguyen, Quan Amieva, Manuel R. Hwang, Joo Ha Ji, Hanlee P. A spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer |
title | A spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer |
title_full | A spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer |
title_fullStr | A spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer |
title_full_unstemmed | A spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer |
title_short | A spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer |
title_sort | spatially mapped gene expression signature for intestinal stem-like cells identifies high-risk precursors of gastric cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10541579/ https://www.ncbi.nlm.nih.gov/pubmed/37786704 http://dx.doi.org/10.1101/2023.09.20.558462 |
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