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Multi-cohort high-dimensional proteomics reveals early risk markers for lymphoid cancer subtypes
by
Vermeulen, Roel C. H.
, Langerak, Anton W.
, Papier, Keren
, Platz, Elizabeth A.
, Wang, Ziqiao
, Riboli, Elio
, Tumino, Rosario
, Burk, Vernon
, Macciotta, Alessandra
, Aizpurua, Amaia
, McKay, James
, Viallon, Vivian
, Lill, Christina M.
, Chatterjee, Nilanjan
, Späth, Florentin
, Zamora-Ros, Raul
, Smith-Byrne, Karl
, Lee, Matthew A.
, Travis, Ruth C.
, Kolijn, P. Martijn
, Diepstra, Arjan
, Gunter, Marc J.
in
631/1647/2067
/ 692/4028/67/1990/291/1621/1915
/ 692/4028/67/1990/804
/ 692/53/2422
/ 82/47
/ 82/80
/ Aged
/ Antigens
/ B-cell receptor
/ Biobanks
/ Biomarkers, Tumor - blood
/ Biomarkers, Tumor - metabolism
/ Blood Proteins - metabolism
/ Body mass index
/ Cancer
/ Chemokines
/ Cohort Studies
/ Cytokines
/ Diagnosis
/ Female
/ Humanities and Social Sciences
/ Humans
/ Lymphocytes B
/ Lymphoma
/ Lymphoma - blood
/ Lymphoma - diagnosis
/ Lymphoma - metabolism
/ Male
/ Malignancy
/ Medical diagnosis
/ Middle Aged
/ multidisciplinary
/ Multiple myeloma
/ NF-κB protein
/ Pathogenesis
/ Plasma proteins
/ Prospective Studies
/ Protein interaction
/ Proteins
/ Proteomics
/ Proteomics - methods
/ Risk
/ Risk Factors
/ Science
/ Science (multidisciplinary)
2025
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Multi-cohort high-dimensional proteomics reveals early risk markers for lymphoid cancer subtypes
by
Vermeulen, Roel C. H.
, Langerak, Anton W.
, Papier, Keren
, Platz, Elizabeth A.
, Wang, Ziqiao
, Riboli, Elio
, Tumino, Rosario
, Burk, Vernon
, Macciotta, Alessandra
, Aizpurua, Amaia
, McKay, James
, Viallon, Vivian
, Lill, Christina M.
, Chatterjee, Nilanjan
, Späth, Florentin
, Zamora-Ros, Raul
, Smith-Byrne, Karl
, Lee, Matthew A.
, Travis, Ruth C.
, Kolijn, P. Martijn
, Diepstra, Arjan
, Gunter, Marc J.
in
631/1647/2067
/ 692/4028/67/1990/291/1621/1915
/ 692/4028/67/1990/804
/ 692/53/2422
/ 82/47
/ 82/80
/ Aged
/ Antigens
/ B-cell receptor
/ Biobanks
/ Biomarkers, Tumor - blood
/ Biomarkers, Tumor - metabolism
/ Blood Proteins - metabolism
/ Body mass index
/ Cancer
/ Chemokines
/ Cohort Studies
/ Cytokines
/ Diagnosis
/ Female
/ Humanities and Social Sciences
/ Humans
/ Lymphocytes B
/ Lymphoma
/ Lymphoma - blood
/ Lymphoma - diagnosis
/ Lymphoma - metabolism
/ Male
/ Malignancy
/ Medical diagnosis
/ Middle Aged
/ multidisciplinary
/ Multiple myeloma
/ NF-κB protein
/ Pathogenesis
/ Plasma proteins
/ Prospective Studies
/ Protein interaction
/ Proteins
/ Proteomics
/ Proteomics - methods
/ Risk
/ Risk Factors
/ Science
/ Science (multidisciplinary)
2025
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Multi-cohort high-dimensional proteomics reveals early risk markers for lymphoid cancer subtypes
by
Vermeulen, Roel C. H.
, Langerak, Anton W.
, Papier, Keren
, Platz, Elizabeth A.
, Wang, Ziqiao
, Riboli, Elio
, Tumino, Rosario
, Burk, Vernon
, Macciotta, Alessandra
, Aizpurua, Amaia
, McKay, James
, Viallon, Vivian
, Lill, Christina M.
, Chatterjee, Nilanjan
, Späth, Florentin
, Zamora-Ros, Raul
, Smith-Byrne, Karl
, Lee, Matthew A.
, Travis, Ruth C.
, Kolijn, P. Martijn
, Diepstra, Arjan
, Gunter, Marc J.
in
631/1647/2067
/ 692/4028/67/1990/291/1621/1915
/ 692/4028/67/1990/804
/ 692/53/2422
/ 82/47
/ 82/80
/ Aged
/ Antigens
/ B-cell receptor
/ Biobanks
/ Biomarkers, Tumor - blood
/ Biomarkers, Tumor - metabolism
/ Blood Proteins - metabolism
/ Body mass index
/ Cancer
/ Chemokines
/ Cohort Studies
/ Cytokines
/ Diagnosis
/ Female
/ Humanities and Social Sciences
/ Humans
/ Lymphocytes B
/ Lymphoma
/ Lymphoma - blood
/ Lymphoma - diagnosis
/ Lymphoma - metabolism
/ Male
/ Malignancy
/ Medical diagnosis
/ Middle Aged
/ multidisciplinary
/ Multiple myeloma
/ NF-κB protein
/ Pathogenesis
/ Plasma proteins
/ Prospective Studies
/ Protein interaction
/ Proteins
/ Proteomics
/ Proteomics - methods
/ Risk
/ Risk Factors
/ Science
/ Science (multidisciplinary)
2025
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Multi-cohort high-dimensional proteomics reveals early risk markers for lymphoid cancer subtypes
Journal Article
Multi-cohort high-dimensional proteomics reveals early risk markers for lymphoid cancer subtypes
2025
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Overview
This study aims to investigate the early stages of lymphoid malignancy pathogenesis and identify pre-diagnostic proteomic markers for lymphoma. Using the SomaScan-7K platform, we analyze 6412 unique plasma proteins in a case-cohort study nested within the European Prospective Investigation into Cancer and Nutrition (EPIC) cohort, comprising 4565 participants (484 incident lymphoid malignancy cases, median follow-up 9 years). We identify over 500 unique protein-lymphoid malignancy associations. Enriched pathways include viral protein interactions, cytokine signaling, B-cell receptor signaling, and NF-κB activation, reflecting key mechanisms in lymphoma pathogenesis. Cross-cohort validation of the top 20 FDR-significant proteins reveals concordant nominal significance for 70%-95% of the associations in the UK Biobank (Olink) and ARIC (SomaScan) studies. Time-stratified analyses reveals that a subset of these protein-lymphoma associations is evident over a decade before diagnosis. These findings highlight the potential of circulating proteomic markers in risk stratification, early diagnosis, and targeted prevention strategies for lymphoid malignancies.
A comprehensive characterisation of the proteomic landscape of lymphoid malignancies remains elusive. Here, high-throughput proteomic profiling of 6,412 circulating proteins identifies potential risk stratification markers.
Publisher
Nature Publishing Group UK,Nature Publishing Group,Nature Portfolio
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