Evidence map›Paper›PMID 40250426›Full record

ArticleCell genomics2025

Proteomic-based stemness score measures oncogenic dedifferentiation and enables the identification of druggable targets.

Iga Kołodziejczak-Guglas, Renan L S Simões, Emerson de Souza Santos, Elizabeth G Demicco, Rossana N Lazcano Segura, Weiping Ma, Pei Wang, Yifat Geffen, Erik Storrs, Francesca Petralia and 18 more

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Article in Cell genomics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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2 · The registry

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3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

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4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

28 authors.

Iga Kołodziejczak-GuglasInternational Institute for Molecular Oncology, 60-203 Poznań, Poland; Postgraduate School of Molecular Medicine, Medical University of Warsaw, 02-091 Warsaw, Poland.
Renan L S SimõesSchool of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, Ribeirão Preto 14040-903, Brazil.
Emerson de Souza SantosSchool of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, Ribeirão Preto 14040-903, Brazil; Ribeirao Preto Medical School, University of São Paulo, Ribeirão Preto 14040-900, Brazil.
Elizabeth G DemiccoDepartment of Pathology and Laboratory Medicine, Mount Sinai Hospital and Laboratory Medicine and Pathobiology, University of Toronto, Toronto ON M5G 1X5, Canada.
Rossana N Lazcano SeguraDepartment of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
Weiping MaDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Pei WangDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Yifat GeffenBroad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA; Cancer Center and Department of Pathology, Massachusetts General Hospital, Boston, MA 02115, USA.
Erik StorrsDepartment of Medicine, Washington University in St. Louis, St. Louis, MO 63110, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO 63108, USA.
Francesca PetraliaDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Antonio ColapricoSylvester Comprehensive Cancer Center and Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL 33136, USA.
Felipe da Veiga LeprevostDepartment of Pathology, University of Michigan, Ann Arbor, MI 48109, USA.
Pietro PuglieseDepartment of Science and Technology, University of Sannio, 82100 Benevento, Italy.
Michele CeccarelliSylvester Comprehensive Cancer Center and Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL 33136, USA.
Houtan NoushmehrHermelin Brain Tumor Center, Henry Ford Health System, Detroit, MI 48202, USA.
Alexey I NesvizhskiiDepartments of Pathology and Computational Medicine & Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA.
Bożena KamińskaLaboratory of Molecular Neurobiology, Nencki Institute of Experimental Biology, 02-093 Warsaw, Poland.
Waldemar PriebeDepartment of Experimental Therapeutics, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA.
Jan LubińskiDepartment of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University in Szczecin, 70-204 Szczecin, Poland.
Bing ZhangLester and Sue Smith Breast Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA.
Alexander J LazarDepartments of Pathology & Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
Paweł KurzawaDepartment of Oncological Pathology, University Clinical Hospital in Poznan, Poznan University of Medical Sciences, 60-514 Poznań, Poland.
Mehdi MesriOffice of Cancer Clinical Proteomics Research, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Rockville, MD 20850, USA.
Ana I RoblesOffice of Cancer Clinical Proteomics Research, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Rockville, MD 20850, USA.
Clinical Proteomic Tumor Analysis Consortium
Li DingWashington University School of Medicine, St. Louis, MO 63110, USA.
Tathiane M MaltaSchool of Pharmaceutical Sciences of Ribeirao Preto, University of São Paulo, Ribeirão Preto 14040-903, Brazil; Ribeirao Preto Medical School, University of São Paulo, Ribeirão Preto 14040-900, Brazil. Electronic address: tathimalta@usp.br.
Maciej WiznerowiczInternational Institute for Molecular Oncology, 60-203 Poznań, Poland; Department of Oncology, Institute of Oncology, University Clinical Hospital in Poznan, Poznan University of Medical Sciences, 60-659 Poznań, Poland. Electronic address: maciej.wiznerowicz@iimo.pl.

Funding

Proteogenomic Studies aimed at understanding ovarian tumor responses to agents targeting the DNA damage response and translating this knowledge into clinical benefitU01CA214114 · NCI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI BIRRER, MICHAEL, PAULOVICH, AMANDA G · 2017 to 2021
$8.4M
MICROSCALED PROTEOGENOMICS FOR CANCER CLINICAL TRIALSU01CA214125 · NCI · BAYLOR COLLEGE OF MEDICINE · PI ANURAG, MEENAKSHI, CARR, STEVEN A · 2017 to 2021
$7.0M
Proteogenomic Translational Research Center for Clinical ProteomicU01CA214116 · NCI · BATTELLE PACIFIC NORTHWEST LABORATORIES · PI DRUKER, BRIAN J, RODLAND, KARIN D · 2017 to 2021
$6.8M
Center for Advanced Multi-Omic Characterization of CancerU24CA271012 · NCI · BATTELLE PACIFIC NORTHWEST LABORATORIES · PI Tao Liu · 2022 to 2026
$6.6M
Center of Excellence for High Throughput Proteogenomic CharacterizationU24CA210986 · NCI · BROAD INSTITUTE, INC. · PI CARR, STEVEN A, GILLETTE, MICHAEL A · 2016 to 2020
$6.4M
The Comprehensive Proteome Characterization Center at Johns Hopkins: High Precision Discovery and Confirmation of Genoproteomic TargetsU24CA210985 · NCI · JOHNS HOPKINS UNIVERSITY · PI CHAN, DANIEL WANYUI, ZHANG, HUI · 2016 to 2020
$5.3M
PNNL Proteome Characterization CenterU24CA210955 · NCI · BATTELLE PACIFIC NORTHWEST LABORATORIES · PI LIU, TAO, SMITH, RICHARD D · 2016 to 2020
$5.3M
Proteogenomic translator for cancer biomarker discovery towards precision medicineU24CA271114 · NCI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Avi Ma'ayan, Pei Wang · 2022 to 2026
$5.0M
iPGDAC, An Integrative Proteogenomic Data Analysis Center for CPTACU24CA210954 · NCI · BAYLOR COLLEGE OF MEDICINE · PI ZHANG, BING · 2016 to 2020
$4.9M
Systems Biology based Proteogenomic Translator for Cancer Marker Discovery towards Precision MedicineU24CA210993 · NCI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI SCHADT, ERIC E, WANG, PEI · 2016 to 2020
$4.6M
Integrated high throughput proteogenomic data analysis center for CPTACU24CA210979 · NCI · BROAD INSTITUTE, INC. · PI BIRGER, CHET, GETZ, GAD A · 2016 to 2020
$4.4M
University of Michigan Proteogenomics Data Analysis CenterU24CA210967 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI CHINNAIYAN, ARUL M, DHANASEKARAN, SARAVANA M · 2016 to 2020
$4.1M
NCI NIH HHS U01 CA214114NCI NIH HHS U01 CA214116NCI NIH HHS U01 CA214125NCI NIH HHS U24 CA210954NCI NIH HHS U24 CA210955NCI NIH HHS U24 CA210967NCI NIH HHS U24 CA210972NCI NIH HHS U24 CA210979NCI NIH HHS U24 CA210985NCI NIH HHS U24 CA210986NCI NIH HHS U24 CA210993NCI NIH HHS U24 CA271012NCI NIH HHS U24 CA271075NCI NIH HHS U24 CA271114
6 · The paper itself

Abstract

Cancer progression and therapeutic resistance are closely linked to a stemness phenotype. Here, we introduce a protein-expression-based stemness index (PROTsi) to evaluate oncogenic dedifferentiation in relation to histopathology, molecular features, and clinical outcomes. Utilizing datasets from the Clinical Proteomic Tumor Analysis Consortium across 11 tumor types, we validate PROTsi's effectiveness in accurately quantifying stem-like features. Through integration of PROTsi with multi-omics, including protein post-translational modifications, we identify molecular features associated with stemness and proteins that act as active nodes within transcriptional networks, driving tumor aggressiveness. Proteins highly correlated with stemness were identified as potential drug targets, both shared and tumor specific. These stemness-associated proteins demonstrate predictive value for clinical outcomes, as confirmed by immunohistochemistry in multiple samples. The findings emphasize PROTsi's efficacy as a valuable tool for selecting predictive protein targets, a crucial step in customizing anti-cancer therapy and advancing the clinical development of cures for cancer patients.

Indexed as

Cell DedifferentiationNeoplasmsNeoplastic Stem CellsProteomicsBiomarkers, TumorGene Expression Regulation, NeoplasticHumansProtein Processing, Post-TranslationalBiomarkers, Tumorbiomarkerscancerdrug targetskinase activitymachine learningmass spectrometrymultiomicsproteomicsstemnesstumor plasticity

Identifiers

PMID40250426
PMCPMC12230239

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.