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Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
Published on: October 11, 2018
Proteome-wide Mendelian randomization identifies protein associations and therapeutic targets for B-cell malignancy
Molly Went1, Charlie Mills1, Amit Sud1,2,3,4,5
1Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom.
Abstract:
Despite therapeutic advances in B-cell malignancies, many patients continue to experience relapse or refractory disease, highlighting an unmet need for novel drug targets. The high attrition rate of drug development programs, however, represents a productivity-limiting step. To prioritize candidate drug targets, we used Mendelian randomization to evaluate causal associations between 2923 circulating proteins and 6 B-cell malignancies (22 922 cases and 388 978 controls). We identified 27 protein-disease associations, including TNFSF13 (APRIL) and TNFRS13B (TACI) in multiple myeloma, CD40 in Hodgkin lymphoma, and FAS in chronic lymphocytic leukemia. All results are interactively accessible via our R/Shiny application (https://software.icr.ac.uk/app/mrcan). Integrating single-cell RNA sequencing from 183 355 hematolymphoid cells, Bayesian colocalization, and clinical trial evidence, we prioritized 23 proteins as candidate drug targets. This study demonstrates the potential of human genetics to guide therapeutic discovery for B-cell neoplasia.
Insights
This study used human genetics to identify 23 potential drug targets for B-cell malignancies. Mendelian randomization prioritized proteins like APRIL and CD40, aiding therapeutic discovery for these cancers.
Area of Science:
- Genetics
- Oncology
- Pharmacology
Background:
- B-cell malignancies often relapse or become refractory to treatment, indicating a need for new therapeutic targets.
- High attrition rates in drug development hinder the identification of effective treatments.
Purpose of the Study:
- To prioritize candidate drug targets for B-cell malignancies using human genetics.
- To evaluate causal associations between circulating proteins and B-cell cancers.
Main Methods:
- Mendelian randomization analysis of 2923 proteins against 6 B-cell malignancies (22,922 cases, 388,978 controls).
- Integration of single-cell RNA sequencing, Bayesian colocalization, and clinical trial data.
- Development of an interactive R/Shiny application for results visualization.
Main Results:
- Identified 27 significant protein-disease associations, including TNFSF13 (APRIL) and TNFRS13B (TACI) in multiple myeloma, CD40 in Hodgkin lymphoma, and FAS in chronic lymphocytic leukemia.
- Prioritized 23 proteins as potential drug targets based on integrated genetic and molecular evidence.
- All findings are publicly accessible via an R/Shiny application.
Conclusions:
- Human genetics, particularly Mendelian randomization, is a powerful tool for guiding therapeutic discovery in B-cell neoplasia.
- The identified protein targets offer promising avenues for developing novel treatments for relapsed or refractory B-cell malignancies.
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