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Refining colorectal cancer classification and clinical stratification through a single-cell atlas
by
Sadanandam, Anguraj
, Reiser, Jochen
, Zang, Yong
, Govekar, Henry R.
, Hussain, Arif
, Fishel, Melissa L.
, Pappas, Sam G.
, Khaliq, Ateeq M.
, Kam, Audrey E.
, El-Rayes, Bassel
, Rand, Tim
, Al-Sabti, Ram
, Kuzel, Timothy M.
, Khare, Sonal
, Subramanian, Janakiraman
, Hayden, Dana M.
, Salahudeen, Ameen A.
, Erdogan, Cihat
, Qiu, Yingjie
, Masood, Ashiq
, Kurt, Zeyneb
, Saleem, Mohammad
, Waldron, Levi
, Borgia, Jeffrey A.
, Radovich, Milan
, Grunvald, Miles W.
, Turgut, Sultan Sevgi
, Liu, Yunlong
, Turaga, Kiran
, Turk, Anita
, Gupta, Vineet
in
Animal Genetics and Genomics
/ Bioinformatics
/ Biology
/ Biomedical and Life Sciences
/ Cancer
/ Cancer therapies
/ Cancer-associated fibroblast
/ CD8 antigen
/ Cell cycle
/ cell structures
/ Classification
/ Clinical outcomes
/ CMS classification
/ Colorectal cancer
/ colorectal neoplasms
/ Colorectal Neoplasms - genetics
/ Colorectal Neoplasms - pathology
/ Complement C1q - genetics
/ Complement C1q - therapeutic use
/ Cytotoxicity
/ Datasets
/ epithelium
/ Evolutionary Biology
/ Fibroblasts
/ Gene expression
/ genome
/ Human Genetics
/ Humans
/ Immune checkpoint inhibitors
/ Immunology
/ Immunotherapy
/ Life Sciences
/ Lymphocytes T
/ Metastases
/ Microbial Genetics and Genomics
/ Microsatellite Instability
/ microsatellite repeats
/ Mortality
/ pathogenesis
/ Patients
/ Phenotypes
/ Plant Genetics and Genomics
/ prognosis
/ Single-cell analysis
/ Stromal signatures
/ T-lymphocytes
/ Transcriptome
/ Transcriptomics
/ Tumor cells
/ Tumor microenvironment
/ Tumor Microenvironment - genetics
/ Tumors
2022
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Refining colorectal cancer classification and clinical stratification through a single-cell atlas
by
Sadanandam, Anguraj
, Reiser, Jochen
, Zang, Yong
, Govekar, Henry R.
, Hussain, Arif
, Fishel, Melissa L.
, Pappas, Sam G.
, Khaliq, Ateeq M.
, Kam, Audrey E.
, El-Rayes, Bassel
, Rand, Tim
, Al-Sabti, Ram
, Kuzel, Timothy M.
, Khare, Sonal
, Subramanian, Janakiraman
, Hayden, Dana M.
, Salahudeen, Ameen A.
, Erdogan, Cihat
, Qiu, Yingjie
, Masood, Ashiq
, Kurt, Zeyneb
, Saleem, Mohammad
, Waldron, Levi
, Borgia, Jeffrey A.
, Radovich, Milan
, Grunvald, Miles W.
, Turgut, Sultan Sevgi
, Liu, Yunlong
, Turaga, Kiran
, Turk, Anita
, Gupta, Vineet
in
Animal Genetics and Genomics
/ Bioinformatics
/ Biology
/ Biomedical and Life Sciences
/ Cancer
/ Cancer therapies
/ Cancer-associated fibroblast
/ CD8 antigen
/ Cell cycle
/ cell structures
/ Classification
/ Clinical outcomes
/ CMS classification
/ Colorectal cancer
/ colorectal neoplasms
/ Colorectal Neoplasms - genetics
/ Colorectal Neoplasms - pathology
/ Complement C1q - genetics
/ Complement C1q - therapeutic use
/ Cytotoxicity
/ Datasets
/ epithelium
/ Evolutionary Biology
/ Fibroblasts
/ Gene expression
/ genome
/ Human Genetics
/ Humans
/ Immune checkpoint inhibitors
/ Immunology
/ Immunotherapy
/ Life Sciences
/ Lymphocytes T
/ Metastases
/ Microbial Genetics and Genomics
/ Microsatellite Instability
/ microsatellite repeats
/ Mortality
/ pathogenesis
/ Patients
/ Phenotypes
/ Plant Genetics and Genomics
/ prognosis
/ Single-cell analysis
/ Stromal signatures
/ T-lymphocytes
/ Transcriptome
/ Transcriptomics
/ Tumor cells
/ Tumor microenvironment
/ Tumor Microenvironment - genetics
/ Tumors
2022
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Refining colorectal cancer classification and clinical stratification through a single-cell atlas
by
Sadanandam, Anguraj
, Reiser, Jochen
, Zang, Yong
, Govekar, Henry R.
, Hussain, Arif
, Fishel, Melissa L.
, Pappas, Sam G.
, Khaliq, Ateeq M.
, Kam, Audrey E.
, El-Rayes, Bassel
, Rand, Tim
, Al-Sabti, Ram
, Kuzel, Timothy M.
, Khare, Sonal
, Subramanian, Janakiraman
, Hayden, Dana M.
, Salahudeen, Ameen A.
, Erdogan, Cihat
, Qiu, Yingjie
, Masood, Ashiq
, Kurt, Zeyneb
, Saleem, Mohammad
, Waldron, Levi
, Borgia, Jeffrey A.
, Radovich, Milan
, Grunvald, Miles W.
, Turgut, Sultan Sevgi
, Liu, Yunlong
, Turaga, Kiran
, Turk, Anita
, Gupta, Vineet
in
Animal Genetics and Genomics
/ Bioinformatics
/ Biology
/ Biomedical and Life Sciences
/ Cancer
/ Cancer therapies
/ Cancer-associated fibroblast
/ CD8 antigen
/ Cell cycle
/ cell structures
/ Classification
/ Clinical outcomes
/ CMS classification
/ Colorectal cancer
/ colorectal neoplasms
/ Colorectal Neoplasms - genetics
/ Colorectal Neoplasms - pathology
/ Complement C1q - genetics
/ Complement C1q - therapeutic use
/ Cytotoxicity
/ Datasets
/ epithelium
/ Evolutionary Biology
/ Fibroblasts
/ Gene expression
/ genome
/ Human Genetics
/ Humans
/ Immune checkpoint inhibitors
/ Immunology
/ Immunotherapy
/ Life Sciences
/ Lymphocytes T
/ Metastases
/ Microbial Genetics and Genomics
/ Microsatellite Instability
/ microsatellite repeats
/ Mortality
/ pathogenesis
/ Patients
/ Phenotypes
/ Plant Genetics and Genomics
/ prognosis
/ Single-cell analysis
/ Stromal signatures
/ T-lymphocytes
/ Transcriptome
/ Transcriptomics
/ Tumor cells
/ Tumor microenvironment
/ Tumor Microenvironment - genetics
/ Tumors
2022
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Refining colorectal cancer classification and clinical stratification through a single-cell atlas
Journal Article
Refining colorectal cancer classification and clinical stratification through a single-cell atlas
2022
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Overview
Background
Colorectal cancer (CRC) consensus molecular subtypes (CMS) have different immunological, stromal cell, and clinicopathological characteristics. Single-cell characterization of CMS subtype tumor microenvironments is required to elucidate mechanisms of tumor and stroma cell contributions to pathogenesis which may advance subtype-specific therapeutic development. We interrogate racially diverse human CRC samples and analyze multiple independent external cohorts for a total of 487,829 single cells enabling high-resolution depiction of the cellular diversity and heterogeneity within the tumor and microenvironmental cells.
Results
Tumor cells recapitulate individual CMS subgroups yet exhibit significant intratumoral CMS heterogeneity. Both CMS1 microsatellite instability (MSI-H) CRCs and microsatellite stable (MSS) CRC demonstrate similar pathway activations at the tumor epithelial level. However, CD8+ cytotoxic T cell phenotype infiltration in MSI-H CRCs may explain why these tumors respond to immune checkpoint inhibitors. Cellular transcriptomic profiles in CRC exist in a tumor immune stromal continuum in contrast to discrete subtypes proposed by studies utilizing bulk transcriptomics. We note a dichotomy in tumor microenvironments across CMS subgroups exists by which patients with high cancer-associated fibroblasts (CAFs) and C1Q+TAM content exhibit poor outcomes, providing a higher level of personalization and precision than would distinct subtypes. Additionally, we discover CAF subtypes known to be associated with immunotherapy resistance.
Conclusions
Distinct CAFs and C1Q+ TAMs are sufficient to explain CMS predictive ability and a simpler signature based on these cellular phenotypes could stratify CRC patient prognosis with greater precision. Therapeutically targeting specific CAF subtypes and C1Q + TAMs may promote immunotherapy responses in CRC patients.
Publisher
BioMed Central,Springer Nature B.V,BMC
Subject
/ Biology
/ Biomedical and Life Sciences
/ Cancer
/ Cancer-associated fibroblast
/ Colorectal Neoplasms - genetics
/ Colorectal Neoplasms - pathology
/ Complement C1q - therapeutic use
/ Datasets
/ genome
/ Humans
/ Immune checkpoint inhibitors
/ Microbial Genetics and Genomics
/ Patients
/ Tumor Microenvironment - genetics
/ Tumors
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