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Plasma Proteomics Linking Primary and Secondary diseases: Insights into Molecular Mediation from UK Biobank Data
Hanyu Qian1,2, Chao Wu1, Bo Li1
1Stanley and Judith Frankel Institute for Heart and Brain Health, University of Michigan Medical Center, Ann Arbor, MI, USA.
Insights
Plasma proteins act as key mediators linking common diseases like diabetes and hypertension to serious conditions such as cardiovascular and renal diseases. Identifying these protein pathways offers new therapeutic targets and improves disease risk prediction.
Area of Science:
- Biochemistry
- Genetics
- Cardiovascular Science
Background:
- Diabetes, hypertension, and dyslipidemia are significant risk factors for cardiovascular (CVD), cerebral, and renal diseases (RD).
- The molecular mechanisms linking these primary conditions to downstream diseases are not fully understood.
Purpose of the Study:
- To investigate the role of plasma proteins as mediators in the development of secondary diseases.
- To identify specific protein pathways linking primary conditions to subsequent health issues.
Main Methods:
- Utilized data from approximately 50,000 UK Biobank participants.
- Conducted mediation analyses across three primary diseases and 18 subsequent conditions.
- Employed Mendelian randomization to assess causal roles of identified proteins.
Main Results:
- Identified 1,461 significant mediation pathways involving 395 unique plasma proteins.
- Found GDF15 mediating the diabetes-CVD link and ADM mediating the hypertension-pulmonary disease pathway.
- Demonstrated that mediating proteins improved secondary disease risk prediction accuracy by up to 14%.
Conclusions:
- Plasma proteins are central molecular mediators linking primary diseases to secondary conditions.
- Identified proteins serve as promising targets for biomarker development and therapeutic interventions.
- Protein mediators are enriched in immune, metabolic, and cytokine pathways, suggesting biological links.
Abstract:
Diabetes, hypertension, and dyslipidemia are major risk factors for cardiovascular (CVD), cerebral, and renal diseases (RD). However, the underlying molecular mechanisms, particularly the biological paths linking these primary conditions to downstream diseases remain incompletely understood. In this study, we investigated the role of plasma proteins as mediators of secondary disease development using data from ~50,000 UK Biobank participants. Across three primary diseases and 18 subsequent conditions, we identified 1,461 significant mediation pathways involving 395 unique plasma proteins. Notable examples included GDF15 consistently mediating the diabetes-CVD link and ADM mediating the hypertension-pulmonary disease pathway. Protein mediators of secondary disease development were highly enriched in immune, metabolic, and cytokine-related pathways. Mendelian randomization supported causal roles for 84 proteins, highlighting their potential as therapeutic targets. Moreover, the identified mediating proteins improved predictive accuracy for secondary disease risk compared to other proteins and traditional clinical risk factors from machine learning methods. For example, in individuals with hypertension, the inclusion of top mediating proteins improved prediction accuracy for glomerular disease risk by approximately 14% measured by C-index. Stratified analyses based on disease severity revealed additional disease progression pathways and mediating proteins, such as APOE mediating the association between severe diabetes and Alzheimer's disease. Together, these findings implicate plasma proteins as central molecular mediators linking these primary diseases to subsequent development of a secondary condition and nominate promising targets for biomarker development and therapeutic intervention.
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