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Kaplan, Robert C.

https://orcid.org/0000-0003-3271-801X

Mayo Clinic

Albert Einstein College of Medicine

Citations 8

Whole Genome Sequencing Analysis of Severe, Early-onset Chronic Obstructive Pulmonary Disease
Gharib, Salwa, Oelsner, E., Xu, Hanfei , Yu, Bing , Meyers, D.A., Norwood, Arnita F. , Ortega, V.E., Sliwiński, P, Medicine, Trans-Omics in Precision, Silverman, E.K., Cho, M.H. , Oelsner, Elizabeth C. , Oelsner, Elizabeth C , Kim, Katherine Callaway , Hu, X., Chun, Sung , Rasmussen‐Torvik, Laura J. , Sofer, Tamar , Barr, R. Graham , Carson, April P. , Kalhan, Ravi , Kaplan, Robert C. , Lomas, David A. , London, Stephanie J. , Meyers, D.A., O’Connor, George T. , Psaty, Bruce M. , Rich, Stephen S. , Manichaikul, Ani

American Journal of Respiratory and Critical Care Medicine | May 11, 2025 | Volume: 211 | Issue: Supplement_1 | Pages: A3380-A3380

10.1164/ajrccm.2025.211.abstracts.a3380 Get It

Abstract Background:Chronic obstructive pulmonary disease (COPD) is a major global health burden, with genome-wide association studies explaining only a fraction of its heritability. Recent advancements, including large-scale, multi-ancestry whole-genome sequencing and a focus on severe, early-onset cases, offer promising avenues to identify additional COPD-related variants. Furthermore, recent studies show that adjusting for polygenic risk scores (PRS) enhances statistical power to detect rare variants, advancing efforts to understand COPD's genetic basis. Methods:We performed a whole genome sequencing association study of severe, early-onset COPD (FEV1 < 50%, age ≤ 55), FEV1 and FEV1/FVC in eight population-based studies (ARIC, CARDIA, CFS, CHS, FHS, HCHS/SOL, JHS, MESA) and seven COPD-enriched studies (COPDGene, ECLIPSE, Boston Early-Onset COPD Study, LTRC, TCGS (Poland), ICGN, SPIROMICS). We performed single-variant analyses using regenie software, applying a genome-wide significance threshold of P < 5.0 x 10-8. For rare variant set (MAF <1%) analysis, we annotated variants with loss of function or deleterious missense using WGS Annotator and prediction tools LOFTEE, SIFT, and PolyPhen2, then analyzed these variants with SKATO-ACAT method in regenie, adjusting for covariates including sex, sequencing center, and principal components of ancestry. We additionally evaluated adjusting the analyses for PRSs for lung function traits. Results: We analyzed 53,028 participants including 34,751 European, 12,508 African, 1,088 Latino American, and 674 East Asian ancestry. Across cohorts, we analyzed 5,063 severe (FEV1 < 50%) COPD cases, among whom 1,103 were early-onset (age ≤ 55). Excluding variants within 1 Mbp of known variants, single-variant analysis identified 68 novel associations (MAC ≥ 30), with 8 common associations (MAF ≥ 1%) in 6 genomic regions. Our most significant novel association for severe early-onset COPD was rs74297390 (intergenic to POM121L12, MAF = 9.6%, Beta = 0.41, P = 3.5 x 10-8). For FEV1 and FEV1/FVC ratio, variants near DKK2 and AKR1E2 were significantly associated and were replicated in an independent dataset (Shrine et al., 2019). DKK2 is an antagonist in the Wnt pathway. In a preliminary variant set analysis, CHRM3-AS1 was associated with severe early-onset COPD, GPAT with FEV1, and COL8A1I and HMCN1 with FEV1/FVC. With PRS adjustment, ST6GALNAC5 was associated with FEV1/FVC. Conclusions: In a whole genome sequencing study of lung function and severe early-onset COPD, we identified new loci for COPD-related phenotypes, including two novel loci that replicated in an independent dataset. Ongoing work involves variant set-based analyses with additional covariate adjustments, as well as PRS adjustments for binary traits.
Epidemiologic Features of Recovery From SARS-CoV-2 Infection
Oelsner, Elizabeth C. , Sun, Yifei , Andrews, Howard , Carson, April P. , Cushman, Mary , Demmer, Ryan T. , Elkind, Mitchell S.V. , Gallo, Linda C. , Kandula, Namratha R. , Kaplan, Robert C. , Kucharska-Newton, Anna M., Lee, Joyce , Norwood, Arnita F. , Ortega, Victor E. , Gabriel, Kelley Pettee , Sotres‐Alvarez, Daniela , Shikany, James M., Thyagarajan, Bharat , Umans, Jason G. , Wenzel, Sally E. , Woodruff, Prescott G. , Zhang, Ying , Kucharska‐Newton, Anna , Carson, April P , Thyagarajan, Bharat , Oelsner, Elizabeth C , Kucharska-Newton, Anna M , Demmer, Ryan T , Lee, Joyce S , Wenzel, Sally E , Balte, Pallavi , Allen, Norrina B. , Cole, Shelley A. , Coresh, Josef , Couper, David , Daviglus, Martha , Gutierrez, Jose D., Howard, Virginia J. , Isasi, Carmen R. , Judd, Suzanne E. , Kanaya, Alka M , Kinney, Gregory L. , Lackland, Daniel T. , Make, Barry J. , Min, Yuan‐I , Murabito, Joanne M. , Psaty, Bruce M. , Regan, Elizabeth Anne , Schwartz, David A. , Tracy, Russell P. , Vasan, Ramachandran S. , Xanthakis, Vanessa , Post, Wendy S. , Wenzel, Sally E.

JAMA Network Open | June 17, 2024 | Volume: 7 | Issue: 6 | Pages: e2417440

10.1001/jamanetworkopen.2024.17440 Get It

ImportancePersistent symptoms and disability following SARS-CoV-2 infection, known as post–COVID-19 condition or “long COVID,” are frequently reported and pose a substantial personal and societal burden.ObjectiveTo determine time to recovery following SARS-CoV-2 infection and identify factors associated with recovery by 90 days.Design, Setting, and ParticipantsFor this prospective cohort study, standardized ascertainment of SARS-CoV-2 infection was conducted starting in April 1, 2020, across 14 ongoing National Institutes of Health–funded cohorts that have enrolled and followed participants since 1971. This report includes data collected through February 28, 2023, on adults aged 18 years or older with self-reported SARS-CoV-2 infection.ExposurePreinfection health conditions and lifestyle factors assessed before and during the pandemic via prepandemic examinations and pandemic-era questionnaires.Main Outcomes and MeasuresProbability of nonrecovery by 90 days and restricted mean recovery times were estimated using Kaplan-Meier curves, and Cox proportional hazards regression was performed to assess multivariable-adjusted associations with recovery by 90 days.ResultsOf 4708 participants with self-reported SARS-CoV-2 infection (mean [SD] age, 61.3 [13.8] years; 2952 women [62.7%]), an estimated 22.5% (95% CI, 21.2%-23.7%) did not recover by 90 days post infection. Median (IQR) time to recovery was 20 (8-75) days. By 90 days post infection, there were significant differences in restricted mean recovery time according to sociodemographic, clinical, and lifestyle characteristics, particularly by acute infection severity (outpatient vs critical hospitalization, 32.9 days [95% CI, 31.9-33.9 days] vs 57.6 days [95% CI, 51.9-63.3 days]; log-rank P < .001). Recovery by 90 days post infection was associated with vaccination prior to infection (hazard ratio [HR], 1.30; 95% CI, 1.11-1.51) and infection during the sixth (Omicron variant) vs first wave (HR, 1.25; 95% CI, 1.06-1.49). These associations were mediated by reduced severity of acute infection (33.4% and 17.6%, respectively). Recovery was unfavorably associated with female sex (HR, 0.85; 95% CI, 0.79-0.92) and prepandemic clinical cardiovascular disease (HR, 0.84; 95% CI, 0.71-0.99). No significant multivariable-adjusted associations were observed for age, educational attainment, smoking history, obesity, diabetes, chronic kidney disease, asthma, chronic obstructive pulmonary disease, or elevated depressive symptoms. Results were similar for reinfections.Conclusions and RelevanceIn this cohort study, more than 1 in 5 adults did not recover within 3 months of SARS-CoV-2 infection. Recovery within 3 months was less likely in women and those with preexisting cardiovascular disease and more likely in those with COVID-19 vaccination or infection during the Omicron variant wave.
Associations of COPD and Related Outcomes With COVID-19 Hospitalization or Death: The C4R, Copdgene, and Spiromics Studies
Rusk, A.M., Bowler, R.P., Margaret, D., Elkind, Mitchell S.V. , Ramachandran, V., Woodruff, Prescott G. , Garudadri, S., McKleroy, William , Ortega, Victor E. , Balte, Pallavi , Allen, Norrina B. , Barr, R. Graham , Regan, Elizabeth Anne , Cole, Shelley A. , Couper, David , Demmer, Ryan T. , Kaplan, Robert C. , Lee, Joyce , Post, Wendy S. , Ramachandran, V., Schwartz, David A. , Tracy, Russell P. , Wenzel, Sally E. , Xanthakis, Vanessa , Make, Barry J. , Oelsner, Elizabeth C.

C107. MICROBIAL RESPIRATORY INFECTIONS DISCOVERIES | April 30, 2024 | Volume: No volume available | Issue: No issue available | Pages: A6817-A6817

10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a6817 Get It

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.
Mendelian randomization supports bidirectional causality between telomere length and clonal hematopoiesis of indeterminate potential
Nakao, Tetsushi , Bick, Alexander G. , Taub, Margaret A. , Uddin, Md Mesbah , Niroula, Abhishek , Carty, Cara L. , Lane, John , Honigberg, Michael C. , Weinstock, Joshua S. , Pampana, Akhil , Griffin, Gabriel K. , Bhattacharya, Romit , Assimes, Themistocles L. , Emery, Leslie S. , Wong, Quenna , Broome, Jai , Laurie, Cecelia , Khan, Alyna , Smith, Albert V. , Blackwell, Thomas W. , Nelson, Christopher P. , Yoneda, Zachary T. , Peralta, Juan M. , Bowden, Donald W. , Irvin, Marguerite R. , Boorgula, Meher Preethi, Zhao, Wei , Yanek, Lisa R. , Roden, Dan M. , Reupena, Muagututi‘a Sefuiva , DeMeo, Dawn L. , Kelly, Shannon , Musani, Solomon K., Bis, Joshua C. , Lloyd‐Jones, Donald M. , Peyser, Patricia A. , Qiao, Dandi , Tiwari, Hemant K., Smith, Jennifer A. , Smith, Nicholas L. , Kelly, Tanika N. , Hidalgo, Bertha , Weeks, Daniel E. , Group, The Samoan Obesity, Lifestyle and Genetic Adaptations Study (OLaGA), Deka, Ranjan , Naseri, Take, Fuentes, Lisa de las , Raffield, Laura M. , Morrison, Alanna C. , Vries, Paul S. de , Shoemaker, M. Benjamin , Palmer, Nicholette D. , Barnes, Kathleen C. , Redline, Susan , Kardia, Sharon L.R., Becker, Lewis C. , Heckbert, Susan R. , He, Jiang , Post, Wendy S. , Arnett, Donna K. , McGarvey, Stephen T. , Chen, Yii‐Der Ida , Kaplan, Robert C. , Meyers, Deborah A. , Fornage, Myriam , Boerwinkle, Eric , Loos, Ruth J. F. , Silverman, Edwin K. , Danesh, John , Samani, Nilesh J. , Jaiswal, Siddhartha , Ebert, Benjamin L. , Reiner, Alex P. , Mathias, Rasika A. , Do, Ron , Natarajan, Pradeep , Zhao, Wei , Zekavat, Seyedeh M , Uddin, Md M , Niroula, Abhishek , Lane, John , Honigberg, Michael C , Weinstock, Joshua S , Pampana, Akhil , Griffin, Gabriel K , Clarke, Shoa L , Bhattacharya, Romit , Assimes, Themistocles L , Emery, Leslie S , Stilp, Adrienne M , Wong, Quenna , Broome, Jai , Khan, Alyna T , Smith, Albert V , Codd, Veryan , Nelson, Christopher P , Yoneda, Zachary T , Peralta, Juan M , Yanek, Lisa R , Wiggins, Kerri L , Gu, C Charles , Peloso, Gina M , Roden, Dan M. , Hwu, Chii-Min , North, Kari E. , Bis, Joshua C , Lloyd-Jones, Donald M , Johnsen, Jill M , Preuss, Michael , Tracy, Russell P , Peyser, Patricia A , Qiao, Dandi , Curran, Joanne E , Freedman, Barry I , Chavan, Sameer , Smith, Jennifer A , Kelly, Tanika N , Hidalgo, Bertha , Weeks, Daniel E , Hawley, Nicola L , Minster, Ryan L , de las Fuentes, Lisa , Raffield, Laura M , Ballantyne, Christie M , Kenny, Eimear E , Rich, Stephen S , Whitsel, Eric A , Cho, Michael H , Palmer, Nicholette D , Mitchell, Braxton D , Shuldiner, Alan R , Redline, Susan , Heckbert, Susan R , He, Jiang , Post, Wendy , Arnett, Donna K , Vasan, Ramachandran S , Weiss, Scott T , McGarvey, Stephen T , Custer, Brian S , Correa, Adolfo , Manson, JoAnn E , Konkle, Barbara A , Loos, Ruth J F , Rotter, Jerome I , Silverman, Edwin K , Kooperberg, Charles , Samani, Nilesh J , Jaiswal, Siddhartha , Libby, Peter , Ellinor, Patrick T , Pankratz, Nathan , Ebert, Benjamin L , Mathias, Rasika A , Do, Ron , Natarajan, Pradeep , Morrison, Alanna C , Bick, Alexander G , Gibson, Christopher James , Clarke, Shoa L. , Codd, Veryan , Wiggins, Kerri L. , Hixson, James E. , Peloso, Gina M. , Tracy, Russell P. , Desai, Pinkal , Curran, Joanne E. , Freedman, Barry I. , Cupples, L. Adrienne , Group, The Samoan Obesity, Lifestyle and Genetic Adaptations Study (OLaGA), Naseri, Take K. , Ballantyne, Christie M. , Rich, Stephen S. , Cho, Michael H. , Pace, Betty S. , Blangero, John , Mitchell, Braxton D. , Shuldiner, Alan R. , Abecasis, Gonçalo R. , Vasan, Ramachandran S. , Darbar, Dawood , Weiss, Scott T. , Andrade, Mariza de , Custer, Brian , Psaty, Bruce M. , Manson, JoAnn E. , Konkle, Barbara A. , Rotter, Jerome I. , Kooperberg, Charles , Libby, Peter , Ellinor, Patrick T. , Pankratz, Nathan

Science Advances | April 6, 2022 | Volume: 8 | Issue: 14 | Pages: No page available

10.1126/sciadv.abl6579 Get It

Human genetic studies support an inverse causal relationship between leukocyte telomere length (LTL) and coronary artery disease (CAD), but directionally mixed effects for LTL and diverse malignancies. Clonal hematopoiesis of indeterminate potential (CHIP), characterized by expansion of hematopoietic cells bearing leukemogenic mutations, predisposes both hematologic malignancy and CAD. TERT (which encodes telomerase reverse transcriptase) is the most significantly associated germline locus for CHIP in genome-wide association studies. Here, we investigated the relationship between CHIP, LTL, and CAD in the Trans-Omics for Precision Medicine (TOPMed) program ( n = 63,302) and UK Biobank ( n = 47,080). Bidirectional Mendelian randomization studies were consistent with longer genetically imputed LTL increasing propensity to develop CHIP, but CHIP then, in turn, hastens to shorten measured LTL (mLTL). We also demonstrated evidence of modest mediation between CHIP and CAD by mLTL. Our data promote an understanding of potential causal relationships across CHIP and LTL toward prevention of CAD.
Low income as a determinant of exercise capacity in COPD
Porta, Ana Sofia , Lam, Nyanjok, Novotny, Paul J. , Benzo, Roberto , Bernard, Gordon R. , Hoffman, Jeanne M. , Kaplan, Robert C. , Novotny, Paul, Lam, Nyanjok M

Chronic Respiratory Disease | November 18, 2018 | Volume: 16 | Issue: No issue available | Pages: No page available

10.1177/1479972318809491 Get It

Exercise capacity (EC) is a critical outcome in chronic obstructive lung disease (chronic obstructive pulmonary disease (COPD)). It measures the impact of the disease and the effect of specific interventions like pulmonary rehabilitation (PR). EC determines COPD prognosis and is associated with health-care utilization and quality of life. Field walking tests and cardiopulmonary exercise test (CPET) are two ways to measure EC. The 6-minute walking test (6MWT) is the commonest and easiest field test. CPET has the advantage of assessing maximal aerobic capacity. Determinants of EC include age, gender, breathlessness, and lung function. Previous research suggests that socioeconomic status (SES), a meaningful factor in COPD, may also be associated with EC. However, those findings have not been replicated. We aimed to determine whether SES is an independent factor associated with EC in COPD. For this analysis, we used the National Emphysema Treatment Trial (NETT) database. NETT was a multicenter clinical trial where severe COPD patients were randomized to lung volume reduction surgery or medical therapy. Measures used were taken at baseline, postrehabilitation. Patients self-reported their income and were divided in two groups whether it was less or above US$30,000. Patients with a lower income had worse results in 6MWT ( p < 0.0001). We found an independent association between income and the 6MWT in patients with severe COPD after adjusting for age, gender, lung function, dyspnea, and living conditions ( p < 0.0007). One previous publication stated the relationship between income and EC. Our research confirms and extends previous publications associating EC with income by studying a large and well characterized cohort of severe COPD patients, also addressing EC by two different methods (maximal watts and 6MWT). Our results highlight the importance of addressing social determinants of health such as income when assessing COPD patients.
Improvement in Stroke Risk Prediction: Role of C-Reactive Protein and Lipoprotein-Associated Phospholipase A 2 in the Women's Health Initiative
McGinn, Aileen, Allison, Matthew , Ca, Tianxi, Curb, David, Hendrix, Susan L., Kaplan, Robert C. , Ko, Marcia, Martin, Lisa W. , Xue, Xiaonan , Kaplan, Robert C. , Wassertheil-Smoller, Sylvia W , Eaton, Charles B. , Allison, Matthew A , Warsinger-Martin, Lisa

International Journal of Stroke | October 23, 2012 | Volume: 9 | Issue: 7 | Pages: 902-909

10.1111/j.1747-4949.2012.00860.x Get It

Background Classification of risk of ischemic stroke is important for medical care and public health reasons. Whether addition of biomarkers adds to predictive power of the Framingham Stroke Risk or other traditional risk factors has not been studied in older women. Methods The Hormones and Biomarkers Predicting Stroke Study is a case-control study of blood biomarkers assayed in 972 ischemic stroke cases and 972 controls, nested in the Women's Health Initiative Observational Study of 93 676 postmenopausal women followed for an average of eight-years. We evaluated additive predictive value of two commercially available biomarkers: C-reactive protein and lipoprotein-associated phospholipase A 2 to determine if they added to risk prediction by the Framingham Stroke Risk Score or by traditional risk factors, which included lipids and other variables not included in the Framingham Stroke Risk Score. As measures of additive predictive value, we used the C-statistic, net reclassification improvement, category-less net reclassification improvement, and integrated discrimination improvement index. Results Addition of C-reactive protein to Framingham risk models or additional traditional risk factors overall modestly improved prediction of ischemic stroke and resulted in overall net reclassification improvement of 6·3%, (case net reclassification improvement = 3·9%, control net reclassification improvement = 2·4%). In particular, high-sensitivity C-reactive protein was useful in prediction of cardioembolic strokes (net reclassification improvement = 12·0%; 95% confidence interval 4·3–19·6%) and in strokes occurring in less than three-years (net reclassification improvement = 7·9%, 95% confidence interval 0·8–14·9%). Lipoprotein-associated phospholipase A 2 was useful in risk prediction of large artery strokes (net reclassification improvement = 19·8%, 95% confidence interval 7·4–32·1%) and in early strokes (net reclassification improvement = 5·8%, 95% confidence interval 0·4–11·2%). Conclusions C-reactive protein and lipoprotein-associated phospholipase A 2 can improve prediction of certain subtypes of ischemic stroke in older women, over the Framingham stroke risk model and traditional risk factors, and may help to guide surveillance and treatment of women at risk.