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author Lodi, Francesca
Vanmassenhove, Sam
Chen, Duojiao
Boeckx, Bram
Ferreira Maciel, Lucas
Peeters, Frederik
Donders, Elena
Song, Heesoo
Harbers, Luuk
Poźniak, Joanna
Loverix, Liselore
Zhou, Yiduo
Bila, Michel
Bassez, Ayse
Cappuyns, Sarah
Venken, Tom
Olbrecht, Siel
Franken, Amelie
Van Mol, Pierre
Schepers, Rogier
van Brussel, Thomas
Philips, Gino
Vos, Hanne
Keupers, Machteld
De Smet, Frederik
Tejpar, Sabine
Bechter, Oliver
Bergers, Gabriele
Smeets, Ann
Clement, Paul
Wauters, Els
Dekervel, Jeroen
Van Gorp, Toon
Qian, Junbin
Marine, Jean-Christophe
Lambrechts, Diether
author_facet Lodi, Francesca
Vanmassenhove, Sam
Chen, Duojiao
Boeckx, Bram
Ferreira Maciel, Lucas
Peeters, Frederik
Donders, Elena
Song, Heesoo
Harbers, Luuk
Poźniak, Joanna
Loverix, Liselore
Zhou, Yiduo
Bila, Michel
Bassez, Ayse
Cappuyns, Sarah
Venken, Tom
Olbrecht, Siel
Franken, Amelie
Van Mol, Pierre
Schepers, Rogier
van Brussel, Thomas
Philips, Gino
Vos, Hanne
Keupers, Machteld
De Smet, Frederik
Tejpar, Sabine
Bechter, Oliver
Bergers, Gabriele
Smeets, Ann
Clement, Paul
Wauters, Els
Dekervel, Jeroen
Van Gorp, Toon
Qian, Junbin
Marine, Jean-Christophe
Lambrechts, Diether
Lodi, Francesca
Vanmassenhove, Sam
Chen, Duojiao
Boeckx, Bram
Ferreira Maciel, Lucas
Peeters, Frederik
Donders, Elena
Song, Heesoo
Harbers, Luuk
Poźniak, Joanna
Loverix, Liselore
Zhou, Yiduo
Bila, Michel
Bassez, Ayse
Cappuyns, Sarah
Venken, Tom
Olbrecht, Siel
Franken, Amelie
Van Mol, Pierre
Schepers, Rogier
van Brussel, Thomas
Philips, Gino
Vos, Hanne
Keupers, Machteld
De Smet, Frederik
Tejpar, Sabine
Bechter, Oliver
Bergers, Gabriele
Smeets, Ann
Clement, Paul
Wauters, Els
Dekervel, Jeroen
Van Gorp, Toon
Qian, Junbin
Marine, Jean-Christophe
Lambrechts, Diether
collection PubMed - marine biology
contents Decoding tumor heterogeneity: A spatially informed pan-cancer analysis of the tumor microenvironment. Lodi, Francesca Vanmassenhove, Sam Chen, Duojiao Boeckx, Bram Ferreira Maciel, Lucas Peeters, Frederik Donders, Elena Song, Heesoo Harbers, Luuk Poźniak, Joanna Loverix, Liselore Zhou, Yiduo Bila, Michel Bassez, Ayse Cappuyns, Sarah Venken, Tom Olbrecht, Siel Franken, Amelie Van Mol, Pierre Schepers, Rogier van Brussel, Thomas Philips, Gino Vos, Hanne Keupers, Machteld De Smet, Frederik Tejpar, Sabine Bechter, Oliver Bergers, Gabriele Smeets, Ann Clement, Paul Wauters, Els Dekervel, Jeroen Van Gorp, Toon Qian, Junbin Marine, Jean-Christophe Lambrechts, Diether Tumor Microenvironment Humans Neoplasms Single-Cell Analysis Dendritic Cells B7-H1 Antigen Immunotherapy Lymphocytes, Tumor-Infiltrating T-Lymphocytes, Regulatory Macrophages Pan-cancer single-cell atlases explore the heterogeneity of cell types residing within the tumor microenvironment (TME). So far, atlases focused on individual cell types, failing to capture the full complexity of the TME. Here, we present a single-cell atlas that simultaneously considers heterogeneity in 5 cell types, collected from 230 treatment-naive samples across 9 cancer types. We identify 70 pan-cancer single-cell subtypes, investigate their patterns of co-occurrence and show an enrichment of specific subtypes in certain TMEs, e.g., immune-reactive versus immune-suppressive TME. We observe two TME hubs of strongly co-occurring subtypes: one hub resembling tertiary lymphoid structures (TLSs), another consisting of immune-reactive PD1+/PD-L1+ immune-regulatory T cells and B cells, dendritic cells and inflammatory macrophages. Subtypes belonging to each hub are spatially co-localized, while their abundance associates with early and long-term checkpoint immunotherapy response. We publicly share our atlas using a Shiny app, allowing others to explore TME heterogeneity in different biological contexts.
format Artículo científico
id pubmed_41086810
institution PubMed
language en
publishDate 2025
publisher Cell reports. Medicine
record_format pubmed
spellingShingle Decoding tumor heterogeneity: A spatially informed pan-cancer analysis of the tumor microenvironment.
Lodi, Francesca
Vanmassenhove, Sam
Chen, Duojiao
Boeckx, Bram
Ferreira Maciel, Lucas
Peeters, Frederik
Donders, Elena
Song, Heesoo
Harbers, Luuk
Poźniak, Joanna
Loverix, Liselore
Zhou, Yiduo
Bila, Michel
Bassez, Ayse
Cappuyns, Sarah
Venken, Tom
Olbrecht, Siel
Franken, Amelie
Van Mol, Pierre
Schepers, Rogier
van Brussel, Thomas
Philips, Gino
Vos, Hanne
Keupers, Machteld
De Smet, Frederik
Tejpar, Sabine
Bechter, Oliver
Bergers, Gabriele
Smeets, Ann
Clement, Paul
Wauters, Els
Dekervel, Jeroen
Van Gorp, Toon
Qian, Junbin
Marine, Jean-Christophe
Lambrechts, Diether
Tumor Microenvironment
Humans
Neoplasms
Single-Cell Analysis
Dendritic Cells
B7-H1 Antigen
Immunotherapy
Lymphocytes, Tumor-Infiltrating
T-Lymphocytes, Regulatory
Macrophages
Decoding tumor heterogeneity: A spatially informed pan-cancer analysis of the tumor microenvironment. Lodi, Francesca Vanmassenhove, Sam Chen, Duojiao Boeckx, Bram Ferreira Maciel, Lucas Peeters, Frederik Donders, Elena Song, Heesoo Harbers, Luuk Poźniak, Joanna Loverix, Liselore Zhou, Yiduo Bila, Michel Bassez, Ayse Cappuyns, Sarah Venken, Tom Olbrecht, Siel Franken, Amelie Van Mol, Pierre Schepers, Rogier van Brussel, Thomas Philips, Gino Vos, Hanne Keupers, Machteld De Smet, Frederik Tejpar, Sabine Bechter, Oliver Bergers, Gabriele Smeets, Ann Clement, Paul Wauters, Els Dekervel, Jeroen Van Gorp, Toon Qian, Junbin Marine, Jean-Christophe Lambrechts, Diether Tumor Microenvironment Humans Neoplasms Single-Cell Analysis Dendritic Cells B7-H1 Antigen Immunotherapy Lymphocytes, Tumor-Infiltrating T-Lymphocytes, Regulatory Macrophages Pan-cancer single-cell atlases explore the heterogeneity of cell types residing within the tumor microenvironment (TME). So far, atlases focused on individual cell types, failing to capture the full complexity of the TME. Here, we present a single-cell atlas that simultaneously considers heterogeneity in 5 cell types, collected from 230 treatment-naive samples across 9 cancer types. We identify 70 pan-cancer single-cell subtypes, investigate their patterns of co-occurrence and show an enrichment of specific subtypes in certain TMEs, e.g., immune-reactive versus immune-suppressive TME. We observe two TME hubs of strongly co-occurring subtypes: one hub resembling tertiary lymphoid structures (TLSs), another consisting of immune-reactive PD1+/PD-L1+ immune-regulatory T cells and B cells, dendritic cells and inflammatory macrophages. Subtypes belonging to each hub are spatially co-localized, while their abundance associates with early and long-term checkpoint immunotherapy response. We publicly share our atlas using a Shiny app, allowing others to explore TME heterogeneity in different biological contexts.
title Decoding tumor heterogeneity: A spatially informed pan-cancer analysis of the tumor microenvironment.
topic Tumor Microenvironment
Humans
Neoplasms
Single-Cell Analysis
Dendritic Cells
B7-H1 Antigen
Immunotherapy
Lymphocytes, Tumor-Infiltrating
T-Lymphocytes, Regulatory
Macrophages
url https://pubmed.ncbi.nlm.nih.gov/41086810/