Polygenic risk scores (PRSs) are an emerging tool to predict the clinical phenotypes and outcomes of individuals. We propose PRSmix, a framework that leverages the PRS corpus of a target trait to improve prediction accuracy, and PRSmix+, which incorporates genetically correlated traits to better capture the human genetic architecture for 47 and 32 diseases/traits in European and South Asian ancestries, respectively. PRSmix demonstrated a mean prediction accuracy improvement of 1.
View Article and Find Full Text PDFBackground: Family history reflects the complex interplay of genetic susceptibility and shared environmental exposures and is an important risk factor for obesity, diabetes, and heart and blood conditions (ODHB). However, the overlap in family history associations between various ODHBs has not been quantified.
Methods And Results: We assessed the association between a self-reported family history of ODHBs and their risk in the adult population (age ≥20 years) of the AoU (All of Us) Research Program, a longitudinal cohort study of diverse participants across the United States.
As patient access to laboratory testing outside the clinic grows, health care providers can expect to confront increasing questions about the utility and interpretation of consumer-initiated genetic testing for health risks. We sought to characterize the marketplace diversity of consumer-initiated germline genetic testing options. An environmental scan was conducted to identify germline genetic testing companies that offer testing for at least one diagnosable health condition and are available for purchase by consumers in the US market without a visit to one's health care provider.
View Article and Find Full Text PDFPurpose: Although preconception reproductive genetic carrier screening (RGCS) is preferred to screening during pregnancy, population-wide preconception screening is not routinely performed in the United States. We explored the multilevel barriers to the widespread adoption of preconception RGCS in the United States via key informant interviews.
Methods: Semi-structured virtual video interviews were conducted with 29 informants with a breadth of professional expertise between May and October 2022.
Background: Low-middle-income countries face an enormous burden of tobacco-related illnesses. Counseling for tobacco cessation increases the chance of achieving quit outcomes, yet it remains underutilized in healthcare settings.
Objective: We tested the hypothesis that utilizing trained medical students to counsel hospitalized patients who use tobacco will lead to an increase in patient quit rates, while also improving medical student knowledge regarding smoking cessation counseling.
Purpose: Given limited ambulatory access to genetics specialists, innovative service delivery solutions are needed. Electronic consultation (e-consult) programs are growing to connect clinicians to specialists. We explored the utilization and outcomes of a genetics and genomics e-consult program at Massachusetts General Hospital system in its first year.
View Article and Find Full Text PDFPolygenic risk scores (PRS) are an emerging tool to predict the clinical phenotypes and outcomes of individuals. Validation and transferability of existing PRS across independent datasets and diverse ancestries are limited, which hinders the practical utility and exacerbates health disparities. We propose PRSmix, a framework that evaluates and leverages the PRS corpus of a target trait to improve prediction accuracy, and PRSmix+, which incorporates genetically correlated traits to better capture the human genetic architecture.
View Article and Find Full Text PDFImportance: Reproductive genetic carrier screening can be performed prior to or during pregnancy to assess a reproductive couple's risk of having a child with a recessively inherited disorder. Although professional societies endorse preconception screening as preferable to prenatal screening to allow for greater reproductive choice, implementation of preconception screening is challenging.
Objective: To determine how carrier screening timing varies by multilevel factors associated with health care delivery including patient, clinician, and location across a large integrated health care system.
Background: State-of-the-art genetic risk interpretation for a common complex disease such as coronary artery disease (CAD) requires assessment for both monogenic variants-such as those related to familial hypercholesterolemia-as well as the cumulative impact of many common variants, as quantified by a polygenic score.
Objectives: The objective of the study was to describe a combined monogenic and polygenic CAD risk assessment program and examine its impact on patient understanding and changes to clinical management.
Methods: Study participants attended an initial visit in a preventive genomics clinic and a disclosure visit to discuss results and recommendations, primarily via telemedicine.
Response to analgesic therapy is influenced by several factors including genetics and drug-drug interactions. Pharmacogenetic (PGx) variants in the CYP2D6 gene modify response to opioids by altering drug metabolism. We sought to determine the potential impact of PGx testing on the care of Veterans with noncancer pain prescribed opioids metabolized by CYP2D6 (codeine, hydrocodone, or tramadol).
View Article and Find Full Text PDFPurpose: Disparities in access to genetics services are well-documented. Family health history is routinely used to determine whether patients should be screened for heritable conditions. We sought to explore variation in levels of self-rated family health history knowledge as a possible contributer to this disparity.
View Article and Find Full Text PDFGlobally, India is the second largest consumer of tobacco. However, Indian medical students do not receive adequate training in smoking cessation counseling. Each patient hospitalization is an opportunity to counsel smokers.
View Article and Find Full Text PDFHereditary transthyretin-mediated (hATTR) amyloidosis is an underdiagnosed, progressively debilitating disease caused by mutations in the transthyretin (TTR) gene. V122I, a common pathogenic TTR mutation, is found in 3-4% of individuals of African ancestry in the United States and has been associated with cardiomyopathy and heart failure. To better understand the phenotypic consequences of carrying V122I, we conducted a phenome-wide association study scanning 427 ICD diagnosis codes in UK Biobank participants of African ancestry (n = 6062).
View Article and Find Full Text PDFPharmacogenetics (PGx) testing can be used for detecting genetic variations that may affect an individual's anticipated metabolism of, or response to, medications. Although several studies have focused on developing tools for delivering results from PGx testing, there is a relative dearth of information about how to design provider-friendly electronic order-entry systems for PGx. The U.
View Article and Find Full Text PDFDescribe the characteristics of providers ordering, patients receiving, and clinical impact of a psychotropic pharmacogenetic test on veteran care. Observational cohort study linking veterans' laboratory results to electronic health record data. Changes in psychotropic medication prescribing were measured as a function of test results.
View Article and Find Full Text PDFBackground: Approximately 13% of black individuals carry 2 copies of the apolipoprotein L1 () risk alleles G1 or G2, which are associated with 1.5- to 2.5-fold increased risk of chronic kidney disease.
View Article and Find Full Text PDFImportance: Implementation of pharmacogenetic testing to guide drug prescribing has potential to improve drug response and prevent adverse events. Robust data exist for more than 30 gene-drug pairs linking genotype to drug response phenotypes; however, it is unclear which pharmacogenetic tests, if implemented, would provide the greatest utility for a given patient population.
Objectives: To project the proportion of veterans in the US Veterans Health Administration (VHA) with actionable pharmacogenetic variants and evaluate how testing might be associated with prescribing decisions.
In the era of next-generation sequencing, it is essential to collect and understand the patient outcomes that result from this new technology. One critical determinant of these is the process by which individuals first decide whether and how to pursue genome sequencing. In this perspective article, we examine the literature on adult patient decision-making in genome sequencing and identify current research gaps to address.
View Article and Find Full Text PDFIntroduction: Ensuring guideline-concordant cancer care is a Department of Veterans Affairs (VA) priority, especially as the number of breast cancer patients at VA medical centers (VAMCs) grows. We assessed the utilization and clinical impact of the 21-gene Recurrence Score test, which predicts 10-year risk of breast cancer recurrence and the likelihood of chemotherapy benefit, on veterans newly diagnosed with breast cancer.
Patients And Methods: We conducted a retrospective cohort study using 2011-2012 VA Central Cancer Registry, chart review, and laboratory test data.