Back to Authors

Fornage, Myriam

https://orcid.org/0000-0003-0677-8158

Mayo Clinic

The University of Texas Health Science Center at Houston

Citations 37

Abstract DP096: Associations of Late-life Depression with Neuroimaging Markers of Cerebrovascular and Neurodegenerative Disease
Kanetkar, Sylee , Morrill, Valerie, Fornage, Myriam, Jack, Clifford, Knopman, David, Mosley, Thomas, Schneider, Andrea, Fracica, Elizabeth , Gottesman, Rebecca, Schneider, Andrea , Morrill, Valerie, Fornage, Myriam , Jack, Clifford, Knopman, David, Schneider, Andrea, Gottesman, Rebecca

Stroke | January 29, 2026 | Volume: 57 | Issue: Suppl_1 | Pages: No page available

10.1161/str.57.suppl_1.dp096 Get It

Objective: Epidemiological data have suggested that late-life depression (LLD) occurs as a consequence of cerebrovascular and neurodegenerative disorders, but there is also some evidence suggesting that the relationship may occur in the other direction, namely that LLD may be a risk factor for cerebrovascular and neurodegenerative disorders. However, the neurobiological basis of these associations remain unclear. This study investigated the associations of LLD with markers of cerebrovascular pathology, brain volumes, and cortical thickness from 3-Tesla brain magnetic resonance imaging (MRI). Methods: Participants from the Atherosclerosis Risk in Communities Study received brain MRI scans in late-life (ages 67-90). The following neuroimaging outcomes were assessed: cortical infarcts, lacunar infarcts, any microhemorrhages, lobar microhemorrhages, subcortical microhemorrhages, white matter hyperintensity volume, total and regional brain volumes (z-scores), and total average and regional cortical thickness (z-scores). At the same visit, LLD was evaluated with the 11-item Center for Epidemiological Studies Depression Scale (CES-D) and defined as CES-D score≥9. Associations between LLD and neuroimaging outcomes were examined using logistic and linear regression models, and were adjusted for age, race-center, sex, education level, vascular risk factors, stroke, cognitive status, APOE e4 carrier status, and total intracranial volume when assessing volumes. Results: Among 1,857 participants, the median age was 76 years, 59.5% were female, 28.3% were Black, and 6.8% had LLD. LLD was not associated with infarcts or microhemorrhages. There was no evidence of an association between LLD and total white matter hyperintensity volume or total average cortical thickness. However, LLD was independently associated with smaller volume (SD) of the rostral anterior cingulate (b 1 : -0.18; 95% CI: -0.33, -0.04) and greater cortical thickness (SD) in the medial orbitofrontal cortex (b 1 : 0.19; 95% CI: 0.01, 0.38), though effect sizes were small and did not survive correction for multiple comparisons. Conclusion: Findings from this study suggest LLD is not cross-sectionally associated with neuroimaging markers of cerebrovascular disease. While LLD may be linked to subtle volume and cortical thickness changes in specific regions of interest, future longitudinal research is warranted to validate and clarify these associations and explore their potentially bidirectional relationship.
MarkVCID2 Consortium for Clinical Validation of Biomarkers of Cerebral Small Vessel Disease: Validation Framework and Baseline Characteristics
Greenberg, Steven M. , Albert, Marylin S., An, Hongyu , Arfanakis, Konstantinos , Evia, Arnold M , Caprihan, Arvind , Ford, Andria L. , Fornage, Myriam , Day, Gregory S. , Hinman, Jason D. , Kashani, Amir H. , Kramer, Joel H. , Lachner, Christian , Maillard, Pauline , Petersen, Ronald C. , Ringman, John M. , Savitz, Sean I. , Windham, B. Gwen, Zhang, Rong , Tuozzo, Carissa , Singh, Herpreet , Moy, Sue, Okey‐Ewurum, Vilma , Kivisäkk, Pia , Blacker, Deborah , Mazina, Lidiya, Helmer, Karl G. , Wruck, Lisa , Corriveau, Roderick A. , Jicha, Gregory A , Kashani, Amir H , Lachner, Christian , Lee, Jin-Moo , Liu, Peiying , Lu, Hanzhang , Maillard, Pauline , Petersen, Ronald C , Psaty, Bruce M , Ringman, John M , Rosenberg, Gary A. , Satizabal, Claudia L , Seshadri, Sudha , Vemuri, Prashanthi , Wang, Danny J J , Wilcock, Donna M , Tuozzo, Carissa , Singh, Herpreet , Okey-Ewurum, Vilma , Page, Courtney B , Mulder, Hillary , Kivisäkk, Pia , Blacker, Deborah , Mazina, Lidiya , Helmer, Karl G , Wruck, Lisa M , Day, Gregory S , Jicha, Gregory A. , Lee, Jin‐Moo , Liu, Peiying , Lu, Hanzhang , Psaty, Bruce M. , Satizábal, Claudia L. , Schneider, Julie A. , Seshadri, Sudha , Vemuri, Prashanthi , Wang, Danny J.J. , Wilcock, Donna M. , Mulder, Hillary , Schwab, Kristin

Annals of Neurology | September 22, 2025 | Volume: 99 | Issue: 2 | Pages: 449-458

10.1002/ana.78040 Get It

Objective To establish a framework for validating candidate biomarkers of cerebral small vessel diseases (SVD) associated with cognitive impairment and characterize individuals enrolled by the MarkVCID2 consortium under this framework. Methods Participants age 60 to 90 years were enrolled across 17 MarkVCID2 sites. Recruitment was targeted to enrich in cognitive symptoms (mild dementia, mild cognitive impairment, subjective cognitive decline), defined risk factors (diabetes mellitus, advanced hypertension), and Black/African American, White, and Hispanic/Latino subgroups. Enrolled participants underwent baseline visits that included cognitive testing, multimodal magnetic resonance imaging (MRI), and biofluid collection. Provisional risk for SVD‐related cognitive decline was estimated primarily by baseline cognitive symptoms plus SVD risk factors. Adjudicated risk status was estimated by cognitive symptoms plus presence of moderate‐to‐severe white matter hyperintensities, microbleeds, or lacunes on baseline MRI. Results MarkVCID2 enrolled 1883 individuals age 73.4 ± 7.5 years, 65.0% female, 24.2% Hispanic, and 27.1% non‐Hispanic Black. Among enrollees, 44.8% were provisionally designated high‐risk. After baseline MRI, 48.5% were categorized as adjudicated high‐risk status, with substantial recategorization both from low‐ to high‐risk (primarily because of MRI lesions without SVD risk factors) and high‐ to low‐risk (primarily suspected cognitive impairment at screening not confirmed by baseline testing). Interpretation MarkVCID2 baseline data indicate successful enrollment of diverse individuals enriched in factors associated with SVD‐related cognitive decline. Changes over 3 years of longitudinal follow‐up will be analyzed to validate the candidate biomarkers for 2 projected contexts of use: subject selection (identifying likelihood of future SVD progression) and study outcome (efficiently measuring SVD progression). ANN NEUROL 2026;99:449–458
Association of Depression with Neuroimaging Markers of Brain Volumes and Vascular Disease: The Atherosclerosis Risk in Communities Study (P5.298)
Fracica, Elizabeth , Fornage, Myriam , Jack, Clifford R. , Knopman, David S. , Mosley, Thomas H. , Schneider, Andrea L.C. , Gottesman, Rebecca F.

Neurology | December 7, 2023 | Volume: 88 | Issue: 16_supplement | Pages: No page available

10.1212/wnl.88.16_supplement.p5.298 Get It

Association Between Whole Blood–Derived Mitochondrial DNA Copy Number, Low‐Density Lipoprotein Cholesterol, and Cardiovascular Disease Risk
Liu, Xue , Sun, Xianbang, Jiang, Wenqing , Lai, M M , Wiggins, Kerri L. , Raffield, Laura M. , Bielak, Lawrence F. , Zhao, Wei , Pitsillides, Achilleas , Haessler, Jeffrey, Blackwell, Thomas W. , Yao, Jie , Qian, Yong , Thyagarajan, Bharat , Peyser, Patricia A. , Heckbert, Susan R. , Seshadri, Sudha , Boerwinkle, Eric , Grove, Megan L. , Larson, Nicholas B. , Smith, Jennifer A. , Fitzpatrick, Annette L., Fornage, Myriam , Ding, Jun , Carson, April P. , Reiner, Alex P. , Hou, Lifang , Wilson, James G. , Rotter, Jerome I. , Bis, Joshua C. , Arking, Dan E. , Zhao, Wei , Wiggins, Kerri L , Raffield, Laura M , Bielak, Lawrence F , Zhao, Wei , Pitsillides, Achilleas , Zheng, Yinan , Yao, Jie , Guo, Xiuqing , Thyagarajan, Bharat , Pankratz, Nathan , Rich, Stephen S , Taylor, Kent D , Peyser, Patricia A , Heckbert, Susan R , Boerwinkle, Eric , Larson, Nicholas B , Smith, Jennifer A , Vasan, Ramachandran S , Fornage, Myriam , Carson, April P , Dupuis, Josée , Reiner, Alexander P , Hou, Lifang , Psaty, Bruce M , Levy, Daniel , Rotter, Jerome I , Bis, Joshua C , Satizabal, Claudia L , Arking, Dan E , Liu, Chunyu , Seshadri, Sudha , Zhang, Yuankai , Zheng, Yinan , Guo, Xiuqing , Pankratz, Nathan , Rich, Stephen S. , Taylor, Kent D. , Vasan, Ramachandran S. , Abecasis, Gonçalo R. , Kooperberg, Charles , Psaty, Bruce M. , Levy, Daniel , Satizábal, Claudia L.

Journal of the American Heart Association | October 7, 2023 | Volume: 12 | Issue: 20 | Pages: No page available

10.1161/jaha.122.029090 Get It

Background The relationship between mitochondrial DNA copy number (mtDNA CN) and cardiovascular disease remains elusive. Methods and Results We performed cross‐sectional and prospective association analyses of blood‐derived mtDNA CN and cardiovascular disease outcomes in 27 316 participants in 8 cohorts of multiple racial and ethnic groups with whole‐genome sequencing. We also performed Mendelian randomization to explore causal relationships of mtDNA CN with coronary heart disease (CHD) and cardiometabolic risk factors (obesity, diabetes, hypertension, and hyperlipidemia). P <0.01 was used for significance. We validated most of the previously reported associations between mtDNA CN and cardiovascular disease outcomes. For example, 1‐SD unit lower level of mtDNA CN was associated with 1.08 (95% CI, 1.04–1.12; P <0.001) times the hazard for developing incident CHD, adjusting for covariates. Mendelian randomization analyses showed no causal effect from a lower level of mtDNA CN to a higher CHD risk (β=0.091; P =0.11) or in the reverse direction (β=−0.012; P =0.076). Additional bidirectional Mendelian randomization analyses revealed that low‐density lipoprotein cholesterol had a causal effect on mtDNA CN (β=−0.084; P <0.001), but the reverse direction was not significant ( P =0.059). No causal associations were observed between mtDNA CN and obesity, diabetes, and hypertension, in either direction. Multivariable Mendelian randomization analyses showed no causal effect of CHD on mtDNA CN, controlling for low‐density lipoprotein cholesterol level ( P =0.52), whereas there was a strong direct causal effect of higher low‐density lipoprotein cholesterol on lower mtDNA CN, adjusting for CHD status (β=−0.092; P <0.001). Conclusions Our findings indicate that high low‐density lipoprotein cholesterol may underlie the complex relationships between mtDNA CN and vascular atherosclerosis.
Genetic control of mRNA splicing as a potential mechanism for incomplete penetrance of rare coding variants
Einson, Jonah , Glinos, Dafni A. , Boerwinkle, Eric , Fornage, Myriam , Gabriel, Stacey , Germer, Søren , Gibbs, Richard A. , Kaplan, Robert C. , Nassir, Rami , Meyers, Deborah A. , Rienstra, Michiel , Saferali, Aabida , Shoemaker, M. Benjamin , Silverman, Edwin K. , Smith, Albert V. , Castel, Stephane E. , Iossifov, Ivan , Lappalainen, Tuuli , Rienstra, Michiel , Smith, Albert V , Nassir, Rami , Castaldi, Peter J. , Darbar, Dawood , Andrade, Mariza de , Ellinor, Patrick T. , Hersh, Craig P. , Johnsen, Jill M , Konkle, Barbara A. , Kooperberg, Charles , Loos, Ruth J. F. , Mitchell, Braxton D. , Psaty, Bruce M. , Vasan, Ramachandran S. , Rich, Stephen S. , Rotter, Jerome I. , Mohammadi, Pejman

GENETICS | June 24, 2023 | Volume: 224 | Issue: 4 | Pages: No page available

10.1093/genetics/iyad115 Get It

Abstract Exonic variants present some of the strongest links between genotype and phenotype. However, these variants can have significant inter-individual pathogenicity differences, known as variable penetrance. In this study, we propose a model where genetically controlled mRNA splicing modulates the pathogenicity of exonic variants. By first cataloging exonic inclusion from RNA-sequencing data in GTEx V8, we find that pathogenic alleles are depleted on highly included exons. Using a large-scale phased whole genome sequencing data from the TOPMed consortium, we observe that this effect may be driven by common splice-regulatory genetic variants, and that natural selection acts on haplotype configurations that reduce the transcript inclusion of putatively pathogenic variants, especially when limiting to haploinsufficient genes. Finally, we test if this effect may be relevant for autism risk using families from the Simons Simplex Collection, but find that splicing of pathogenic alleles has a penetrance reducing effect here as well. Overall, our results indicate that common splice-regulatory variants may play a role in reducing the damaging effects of rare exonic variants.
The genetic determinants of recurrent somatic mutations in 43,693 blood genomes
Weinstock, Joshua S. , Laurie, Cecelia , Broome, Jai , Taylor, Kent D. , Guo, Xiuqing , Shuldiner, Alan R. , O’Connell, Jeffrey R. , Lewis, Joshua P. , Boerwinkle, Eric , Barnes, Kathleen C. , Chami, Nathalie , Loos, Ruth J. F. , Fornage, Myriam , Redline, Susan , Cade, Brian E. , Chen, Zhanghua , Gauderman, W. James , Schleimer, Robert P. , Bis, Joshua C. , Brody, Jennifer A. , Silverman, Edwin K. , Qiao, Dandi , Lasky‐Su, Jessica , DeMeo, Dawn L. , Palmer, Nicholette D. , Bowden, Donald W. , Johnson, Andrew D. , Yanek, Lisa R. , Becker, Lewis C. , Kardia, Sharon L.R., Kaplan, Robert C. , Heckbert, Susan R. , Smith, Nicholas L. , Arnett, Donna K. , Irvin, Marguerite R. , Tiwari, Hemant K., Raffield, Laura M. , Gao, Yan , Rotter, Jerome I. , Wheeler, Marsha M. , Duggirala, Ravindranath , Xiao, Shujie, Williams, L. Keoki , Meyers, Deborah A. , Ortega, Victor E. , McGarvey, Stephen T. , Chen, Yii‐Der Ida , Lee, Wen‐Jane , Shoemaker, M. Benjamin , Roden, Dan M. , Blackwell, Thomas W. , Smith, Albert V. , Kang, Hyun Min , Mathias, Rasika A. , Natarajan, Pradeep , Jaiswal, Siddhartha , Reiner, Alex P. , Bick, Alexander G. , Kaplan, Robert C. , Broome, Jai , Kenny, Eimear E , Loos, Ruth J F , Fornage, Myriam , Redline, Susan , Cade, Brian E , Gauderman, W James , Grammer, Leslie , Schleimer, Robert P , Bis, Joshua C , Brody, Jennifer A , Silverman, Edwin K , Yun, Jeong H , Qiao, Dandi , Weiss, Scott T , Palmer, Nicholette D , Freedman, Barry I , Cho, Michael H , Vasan, Ramachandran S , Johnson, Andrew D , Yanek, Lisa R , Becker, Lewis C , He, Jiang , Heckbert, Susan R , Wiggins, Kerri L , Arnett, Donna K , Correa, Adolfo , Raffield, Laura M , Gao, Yan , Rotter, Jerome I , Rich, Stephen S , Manichaikul, Ani W , Konkle, Barbara A , Johnsen, Jill M , Custer, Brian S , Duggirala, Ravindranath , Curran, Joanne E , Li, Xingnan , McGarvey, Stephen T , Gu, C Charles , Lee, Wen-Jane , Darbar, Dawood , Roden, Dan M. , Kooperberg, Charles , Desai, Pinkal M , Smith, Albert V , Kang, Hyun M , Mathias, Rasika A , Natarajan, Pradeep , Jaiswal, Siddhartha , Bick, Alexander G , Weinstock, Joshua S , Shuldiner, Alan R , Taylor, Kent D , Guo, Xiuqing , Lasky-Su, Jessica , Gilliland, Frank D. , Kumar, Rajesh , Psaty, Bruce M. , Yun, Jeong H. , Weiss, Scott T. , Freedman, Barry I. , Cho, Michael H. , Vasan, Ramachandran S. , He, Jiang , Wiggins, Kerri L. , Andrade, Mariza de , Rich, Stephen S. , Manichaikul, Ani , Konkle, Barbara A. , Custer, Brian , Curran, Joanne E. , Blangero, John , Gui, Hongsheng , Li, Xingnan , Darbar, Dawood , Albert, Christine M. , Kooperberg, Charles , Desai, Pinkal , Abecasis, Gonçalo R.

Science Advances | April 26, 2023 | Volume: 9 | Issue: 17 | Pages: No page available

10.1126/sciadv.abm4945 Get It

Nononcogenic somatic mutations are thought to be uncommon and inconsequential. To test this, we analyzed 43,693 National Heart, Lung and Blood Institute Trans-Omics for Precision Medicine blood whole genomes from 37 cohorts and identified 7131 non-missense somatic mutations that are recurrently mutated in at least 50 individuals. These recurrent non-missense somatic mutations (RNMSMs) are not clearly explained by other clonal phenomena such as clonal hematopoiesis. RNMSM prevalence increased with age, with an average 50-year-old having 27 RNMSMs. Inherited germline variation associated with RNMSM acquisition. These variants were found in genes involved in adaptive immune function, proinflammatory cytokine production, and lymphoid lineage commitment. In addition, the presence of eight specific RNMSMs associated with blood cell traits at effect sizes comparable to Mendelian genetic mutations. Overall, we found that somatic mutations in blood are an unexpectedly common phenomenon with ancestry-specific determinants and human health consequences.
Mediation effects of diabetes and inflammation on the relationship of obesity to cognitive impairment in African Americans
Saleh, Rola Abi, Lirette, Seth T. , Benjamin, Emelia J. , Fornage, Myriam , Hammond, P., Griswold, Michael , Windham, B. Gwen , Turner, Stephen T. , Hammond, Pamela I, Benjamin, Emelia J , Lirette, Seth , Mosley, Thomas H.

Journal of the American Geriatrics Society | August 9, 2022 | Volume: 70 | Issue: 10 | Pages: 3021-3029

10.1111/jgs.17985 Get It

Abstract Background Whether diabetes and adipokine‐driven inflammation explain the association of obesity to cognitive impairment is unknown. Methods Structural equation models estimated the total effects of waist circumference on cognitive outcomes among African American participants cross‐sectionally (index exam) and longitudinally. Total effects were deconstructed into direct pathways of waist circumference to cognitive impairment and indirect mediation pathways through leptin, soluble tumor necrosis factor receptor 2 (sTNFR2), and diabetes. Waist circumference, leptin, and sTNFR2 were standardized. Cognitive impairment was defined as MMSE <21 or a z‐score < −1.5 standard deviation (SD). Incident cognitive impairment was defined among those without cognitive impairment at the index exam as follow‐up MMSE<21, z‐ score < −1.5, MMSE decline >1 point/year, or z‐score decline of >0.1 SD/year. Results Among 1008 participants (70% women, mean age 62.9 years, 14.5% with obesity, 26% with diabetes), 132 (13%) had baseline cognitive impairment. Each SD higher waist circumference was associated with higher odds of cognitive impairment, odds ratio (OR) = 1.63; (95% confidence interval: 1.17, 2.24), with mediating pathways explaining 65% of the total effect (58% from diabetes; 7% from inflammation). At follow‐up (mean 6.8 years), 106 of 535 (19.8%) had developed cognitive impairment. Each SD higher waist circumference was associated with higher odds of developing cognitive impairment (OR = 1.87; 95%CI: 1.18, 2.74); the direct effect of waist circumference explained 37% of the total effect and mediating pathways explained 63% (61% from diabetes; 2% from inflammation), although individual pathways were not statistically supported in the smaller sample. Conclusion Diabetes, and to a lesser degree, adiposity‐driven inflammation, appear to explain a substantial proportion of abdominal adiposity relationships with cognitive impairment. The impact of preventing and treating obesity on cognitive outcomes merits study.
Genomic and phenomic landscape of clonal hematopoiesis in over a million ancestrally diverse participants
Uddin, Md Mesbah , Weinstock, Joshua S. , Niroula, Abhishek , Vlasschaert, Caitlyn , Koyama, Satoshi , Nakao, Tetsushi , Urbut, Sarah , Paruchuri, Kaavya , Silver, Alexander J. , Mack, Taralynn , Wong, Megan , Bhattacharya, Romit , Jorshery, Saman Doroodgar , Raddatz, Michael A. , Hornsby, Whitney , Kresge, Hailey A. , Cho, Kelly , Sun, Yan V. , Pyarajan, Saiju , Chen, Yii‐Der Ida , Sheu, Wayne H-H , Hung, Yi‐Jen , Hidalgo, Bertha , Fornage, Myriam , Kaplan, Robert C., Williams, L. Keoki , Province, Mike , Kardia, Sharon, Peyser, Patricia A., Yanek, Lisa R. , Becker, Lewis C. , Meyers, Deborah A. , Naseri, Take, Barnes, Kathleen C. , Redline, S S, Schwartz, D A, Shoemaker, M. Benjamin , Palmer, Nicholette D., Bowden, Donald W., Kumar, Rajesh, Nj, Smith, Floyd, James, Tracy, Russell, Bis, Joshua C. , SS, Rich, Boerwinkle, Eric, Wang, Zhe, Silverman, Edwin K. , Auer, Paul L. , Reiner, Alexander P. , Ebert, Benjamin L. , Natarajan, Pradeep , Uddin, Md M , Niroula, Abhishek , Weinstock, Joshua S , Bhattacharya, Romit , Ebert, Benjamin L , Natarajan, Pradeep , Yu, Zhi , Zekavat, Seyedeh M , Truong, Buu Minh Thanh , Haidermota, Sara , Honigberg, Michael C. , Zhang, Martin Jinye , Dron, Jacqueline S. , Heimlich, Jonathan Brett , Sankaran, Vijay G. , Griffin, Gabriel K. , Gibson, Christopher James , Wilson, Peter W.F. , Genovese, Giulio , Xu, Yaomin , Savona, Michael R. , Raffield, Laura M. , Arnett, Donna K. , Konkle, Barbara A. , Peyser, Patricia A. , Smith, Jennifer A. , Mathias, Rasika A. , Andrade, Mariza de , Darbar, Dawood , He, Jiang , Blangero, John , Weiss, Scott T. , Custer, Brian , Minster, Ryan L , Viali, Satupaitea , Mitchell, Braxton D. , Palmer, Nicholette D , Freedman, Barry I. , Bowden, Donald W. , Albert, Christine M. , Smith, Nicholas, Tracy, Russell P. , Psaty, Bruce M. , Taylor, Kent D. , Rotter, Jerome I. , Boerwinkle, Eric , Vasan, Ramachandran S. , Lubitz, Steven A. , Ellinor, Patrick T. , Loos, Ruth J. F. , Yun, Jeong H. , Cho, Michael H. , Abecasis, Gonçalo R. , Kooperberg, Charles , Reiner, Alex P. , Jaiswal, Siddhartha , Bick, Alexander G.

No container title available | July 31, 2022 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1101/2022.07.29.22278015 Get It

Abstract With aging, somatic mutations in hematopoietic stem and progenitor cells (HSPC) can give rise to clonal hematopoiesis of indeterminate potential (CHIP), a premalignant state associated with diverse age-related diseases. Here we report the largest multi-ancestry genome-wide analysis of CHIP to date (N = 1,018,305), including individuals of African (N = 85,978), Admixed American (N = 191,371), East Asian (N = 13,532), European (N = 694,015), and South Asian (N = 13,193) ancestry. Multi-ancestry meta-analyses identified 72 genome-wide significant loci, including 44 novel associations implicating genes such as AFF1 , ATF7IP , ATP8B4 , BCL2 , CEBPA , CYRIA , DNM2 , ELF1 , NKX2-3 , PIK3CB , PRDM16 , RPN1 , TERC , and TRIM4 . Notably, variants at MECOM and PHF20L1 showed opposite allelic effects between DNMT3A - and non- DNMT3A -driven CHIP, highlighting driver-specific germline influences. Implicated loci converge on pathways regulating telomere maintenance, cell-cycle control, hematopoietic transcription, DNA damage response and immune signaling. These findings support a model in which germline variation both expands the HSPC pool and biases clonal selection in a driver-dependent manner, providing a mechanistic basis for inter-individual heterogeneity in CHIP. Phenome-wide association analyses further linked CHIP to hematologic, neoplastic, and circulatory traits, with enrichment across hematopoietic and non-hematopoietic cell types. Together, this work expands the genomic and phenomic landscape of CHIP and reveals germline–somatic interactions that shape clonal evolution during aging.