1
|
Zierhut HA, Kandikonda P, Simon EM, Donarski C, Kocher M, Ramírez M, Lumpkins CY, Fisher ER. Engaging communities: A scoping literature review of community-based participatory research in genetics service delivery settings. J Community Genet 2024; 15:583-602. [PMID: 39586936 PMCID: PMC11645335 DOI: 10.1007/s12687-024-00740-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Accepted: 09/27/2024] [Indexed: 11/27/2024] Open
Abstract
Genetic counseling (GC) services have the potential to improve health outcomes, yet there are documented disparities in the use of GC services among minoritized racial/ethnic populations. Community-based participatory research (CBPR) is an approach to integrate diverse patient perspectives to improve GC services. The objective of this review was to assess the current state of international CBPR within GC and genetics services from 2006 to 2023. Five databases were searched for inclusion criteria: 1) published in 2006 or later; 2) peer-reviewed publication; 3) primary research studies; 4) community-based AND participatory research; 5) focused on GC, clinical genetics, testing, and/or genetic service delivery. Criteria for evaluating CBPR involvement used a synthesis of best processes framework. Screening of 3,824 studies identified 16 papers (n = 12 qualitative; n = 1 quantitative; n = 3 mixed methods). The majority of studies were conducted within the U.S. (n = 12), focused on cancer (n = 5), involved the Asian/Pacific Islander community (n = 8), and centered around genetic education (n = 12). Community partners most frequently were involved in recruitment (n = 12) and results analysis (n = 12) and least involved in research question development (n = 7) and product creation (n = 6). Studies varied substantially in the integration of 9 CBPR gold standard principles with only three studies addressing all nine principles. Few CBPR projects in GC services exist and a lack of guidelines to assess the quality of CBPR methodologies hindered the appraisal of studies. CBPR represents a promising approach to improve GC services and should be explored by genetics service delivery researchers.
Collapse
Affiliation(s)
- Heather A Zierhut
- Department of Genetics, Cell Biology, and Development, University of Minnesota, 6-160 Jackson Hall, 321 Church Street Southeast, Minneapolis, MN, 55455, USA.
| | - Pranathi Kandikonda
- Department of Genetics, Cell Biology, and Development, University of Minnesota, 6-160 Jackson Hall, 321 Church Street Southeast, Minneapolis, MN, 55455, USA
| | - Emily M Simon
- Department of Genetics, Cell Biology, and Development, University of Minnesota, 6-160 Jackson Hall, 321 Church Street Southeast, Minneapolis, MN, 55455, USA
| | - Cameron Donarski
- Department of Genetics, Cell Biology, and Development, University of Minnesota, 6-160 Jackson Hall, 321 Church Street Southeast, Minneapolis, MN, 55455, USA
| | - Megan Kocher
- University of Minnesota Libraries, Minneapolis, MN, 55455, USA
| | - Mariana Ramírez
- Department of Population Health, JUNTOS Center for Advancing Latino Health, University of Kansas Medical Center, 3901 Rainbow Boulevard, Kansas City, KS, 66160, USA
| | - Crystal Y Lumpkins
- Department of Communication, University of Utah, 255 South Central Campus Drive, Salt Lake City, UT, 84112, USA
- Huntsman Cancer Institute, 2000 Circle of Hope Drive, Salt Lake City, UT, 84112, USA
| | - Elena R Fisher
- Department of Genetics, Cell Biology, and Development, University of Minnesota, 6-160 Jackson Hall, 321 Church Street Southeast, Minneapolis, MN, 55455, USA
| |
Collapse
|
2
|
Stallings SC, Richmond J, Canedo JR, Beard K, Bonnet K, Schlundt DG, Wilkins CH, Aldrich MC. Assessing patient-level knowledge of precision medicine in a community health center setting. J Community Genet 2023; 14:197-210. [PMID: 36609637 PMCID: PMC10104983 DOI: 10.1007/s12687-023-00632-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 01/02/2023] [Indexed: 01/09/2023] Open
Abstract
As precision medicine approaches are implemented, cancer treatment decisions have come to require comprehension of genetic tests and their role in risk stratification and treatment options. Acceptance and implementation of precision medicine requires patient understanding of numeracy, genetic literacy, health literacy, and medical trust. Implementing precision medicine in a US federally qualified community health center (FQCHC) setting has received little attention. Using a mixed-methods approach, we sought to identify patient-level factors influencing the understanding of cancer risk and precision medicine among FQCHC patients. We enrolled 26 English-speaking adults aged 40-79 years. Participants enrolled in focus groups and completed surveys to assess patient-level understanding of precision medicine, numeracy, and health literacy. The majority of participants were female (77%) and self-identified as African American (89%). Approximately one-third reported having a high school degree or less. While health literacy was generally high, 42% felt that genes or genetics had little impact on health and most (69%) reported little familiarity with precision medicine. Many participants reported that trust in their providers was extremely or very important when receiving genetic tests. Numeracy levels were moderate, with nearly half reporting some discomfort working with fractions and 38% finding numerical information only occasionally useful. Findings suggest that patients may lack familiarity with precision medicine concepts relevant for understanding cancer treatment decisions. Future educational efforts may help bridge the gap in patient understanding and facilitate equitable opportunities for precision medicine for all patients, including those seeking care from community health centers.
Collapse
Affiliation(s)
- Sarah C. Stallings
- Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN USA
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN USA
| | - Jennifer Richmond
- Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN USA
| | - Juan R. Canedo
- Department of Internal Medicine, University of Kentucky, Lexington, KY USA
| | - Katina Beard
- Matthew Walker Comprehensive Health Center, Nashville, TN USA
| | - Kemberlee Bonnet
- Department of Psychology, Vanderbilt University, Nashville, TN USA
- Qualitative Research Core, Vanderbilt University Medical Center, Nashville, TN USA
| | - David G. Schlundt
- Department of Psychology, Vanderbilt University, Nashville, TN USA
- Qualitative Research Core, Vanderbilt University Medical Center, Nashville, TN USA
| | - Consuelo H. Wilkins
- Department of Medicine, Division of Geriatrics, Vanderbilt University Medical Center, Nashville, TN USA
| | - Melinda C. Aldrich
- Department of Medicine, Division of Genetic Medicine, Vanderbilt University Medical Center, Nashville, TN USA
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN USA
- Department of Thoracic Surgery, Vanderbilt University Medical Center, Nashville, TN USA
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN USA
| |
Collapse
|
3
|
Jimenez S, Matthews A, Darrah R, Schreiber A, Ricker C, Wolfe Schneider K. Perspectives on Spanish language concordant cancer genetic counseling sessions from the Spanish-speaking population. J Genet Couns 2023; 32:111-127. [PMID: 36117419 DOI: 10.1002/jgc4.1628] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 07/22/2022] [Accepted: 07/30/2022] [Indexed: 11/07/2022]
Abstract
Genetic counselors (GCs) provide risk assessment, education, and counseling about the genetic contribution to disease. To do so, they must effectively communicate, build rapport, and help patients make the best decisions for themselves and their families. Language barriers add a complex layer to this patient-provider dynamic. While interpreters serve as a primary solution when a patient and GC speak different languages, issues have been documented with these sessions, such as misinterpreted genetic terminology (Gutierrez et al., 2017). Having a GC with concordant language skills may help address these barriers. The purpose of this study was to assess Spanish-speaking patients' perspectives on communication, decision-making, and the interpersonal relationship developed with a bilingual GC in language concordant cancer genetic counseling sessions. Spanish-speaking patients, ages 18 or older, seen by a Spanish-speaking GC at a California public, safety-net hospital were eligible to participate in this study. Nine participants were interviewed via telephone by the bilingual researcher using a semi-structured interview guide to assess three domains: communication, decision-making, and interpersonal relationship. Analyses of interview transcripts identified themes within these three areas of focus: (1) participants felt all explanations were clear and they were not afraid to ask questions in the session, (2) participants experienced preference-concordant decision making, and (3) participants felt empowered and supported by the GC. Participants suggested that GCs working with Spanish-speaking patients in the future should consider group counseling sessions, engaging in outreach efforts to educate the Spanish-speaking community about genetics, and increasing the number of GCs who speak Spanish. These results demonstrate the positive experiences of Spanish-speaking patients in language concordant cancer genetic counseling sessions and further support the need for recruitment of Spanish-speaking individuals into the profession. Future research should further assess the experience of Spanish-speaking patients in language concordant sessions and address the role of cultural concordance in sessions.
Collapse
Affiliation(s)
- Sharisse Jimenez
- Invitae Genetics, San Francisco, California, USA.,Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, Ohio, USA
| | - Anne Matthews
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, Ohio, USA
| | - Rebecca Darrah
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, Ohio, USA
| | - Allison Schreiber
- Center for Personalized Genetic Healthcare, Cleveland Clinic, Cleveland, Ohio, USA
| | - Charité Ricker
- Division of Medical Oncology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Kami Wolfe Schneider
- Hematology, Oncology, and Bone Marrow Transplantation, Department of Pediatrics, University of Colorado Anschutz, Aurora, Colorado, USA
| |
Collapse
|
4
|
Loeb S, Li R, Sanchez Nolasco T, Byrne N, Cheng HH, Becker D, Leader AE, Giri VN. Barriers and facilitators of germline genetic evaluation for prostate cancer. Prostate 2021; 81:754-764. [PMID: 34057231 DOI: 10.1002/pros.24172] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Revised: 05/06/2021] [Accepted: 05/11/2021] [Indexed: 11/10/2022]
Abstract
BACKGROUND Genetic counseling and germline testing have an increasingly important role for patients with prostate cancer (PCa); however, recent data suggests they are underutilized. Our objective was to perform a qualitative study of the barriers and facilitators of germline genetic evaluation among physicians who manage PCa. METHODS We conducted semi-structured interviews with medical oncologists, radiation oncologists, and urologists from different U.S. practice settings until thematic saturation was achieved at n = 14. The interview guide was based on the Tailored Implementation in Chronic Diseases Framework to identify key determinants of practice. Interview transcripts were independently coded by ≥2 investigators using a constant comparative method. RESULTS The decision to perform or refer for germline genetic evaluation is affected by factors at multiple levels. Although patient factors sometimes play a role, the dominant themes in the decision to conduct germline genetic evaluation were at the physician and organizational level. Physician knowledge, coordination of care, perceptions of the guidelines, and concerns about cost were most frequently discussed as the main factors affecting utilization of germline genetic evaluation. CONCLUSIONS There are currently numerous barriers to implementation of germline genetic evaluation for PCa. Efforts to expand physician education, to develop tools to enhance genetics in practice, and to facilitate coordination of care surrounding genetic evaluation are important to promote guideline-concordant care.
Collapse
Affiliation(s)
- Stacy Loeb
- Department of Urology, New York University, New York, New York, USA
- Department of Population Health, New York University, New York, New York, USA
- Department of Surgery/Urology, Manhattan Veterans Affairs, New York, New York, USA
| | - Randall Li
- Department of Urology, New York University, New York, New York, USA
| | - Tatiana Sanchez Nolasco
- Department of Urology, New York University, New York, New York, USA
- Department of Population Health, New York University, New York, New York, USA
| | - Nataliya Byrne
- Department of Urology, New York University, New York, New York, USA
- Department of Population Health, New York University, New York, New York, USA
| | - Heather H Cheng
- Division of Medical Oncology, Department of Medicine, University of Washington, Seattle, Washington State, USA
| | - Daniel Becker
- Department of Surgery/Urology, Manhattan Veterans Affairs, New York, New York, USA
- Department of Medicine, New York University, New York, NY, USA
| | - Amy E Leader
- Division of Population Science, Medical Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Veda N Giri
- Division of Population Science, Medical Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
- Department of Medical Oncology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
- Department of Cancer Biology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
- Department of Urology, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| |
Collapse
|
5
|
Odgis JA, Gallagher KM, Suckiel SA, Donohue KE, Ramos MA, Kelly NR, Bertier G, Blackburn C, Brown K, Fielding L, Lopez J, Aguiniga KL, Maria E, Rodriguez JE, Sebastin M, Teitelman N, Watnick D, Yelton NM, Abhyankar A, Abul-Husn NS, Baum A, Bauman LJ, Beal JC, Bloom T, Cunningham-Rundles C, Diaz GA, Dolan S, Ferket BS, Jobanputra V, Kovatch P, McDonald TV, McGoldrick PE, Rhodes R, Rinke ML, Robinson M, Rubinstein A, Shulman LH, Stolte C, Wolf SM, Yozawitz E, Zinberg RE, Greally JM, Gelb BD, Horowitz CR, Wasserstein MP, Kenny EE. The NYCKidSeq project: study protocol for a randomized controlled trial incorporating genomics into the clinical care of diverse New York City children. Trials 2021; 22:56. [PMID: 33446240 PMCID: PMC7807444 DOI: 10.1186/s13063-020-04953-4] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Accepted: 12/08/2020] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Increasingly, genomics is informing clinical practice, but challenges remain for medical professionals lacking genetics expertise, and in access to and clinical utility of genomic testing for minority and underrepresented populations. The latter is a particularly pernicious problem due to the historical lack of inclusion of racially and ethnically diverse populations in genomic research and genomic medicine. A further challenge is the rapidly changing landscape of genetic tests and considerations of cost, interpretation, and diagnostic yield for emerging modalities like whole-genome sequencing. METHODS The NYCKidSeq project is a randomized controlled trial recruiting 1130 children and young adults predominantly from Harlem and the Bronx with suspected genetic disorders in three disease categories: neurologic, cardiovascular, and immunologic. Two clinical genetic tests will be performed for each participant, either proband, duo, or trio whole-genome sequencing (depending on sample availability) and proband targeted gene panels. Clinical utility, cost, and diagnostic yield of both testing modalities will be assessed. This study will evaluate the use of a novel, digital platform (GUÍA) to digitize the return of genomic results experience and improve participant understanding for English- and Spanish-speaking families. Surveys will collect data at three study visits: baseline (0 months), result disclosure visit (ROR1, + 3 months), and follow-up visit (ROR2, + 9 months). Outcomes will assess parental understanding of and attitudes toward receiving genomic results for their child and behavioral, psychological, and social impact of results. We will also conduct a pilot study to assess a digital tool called GenomeDiver designed to enhance communication between clinicians and genetic testing labs. We will evaluate GenomeDiver's ability to increase the diagnostic yield compared to standard practices, improve clinician's ability to perform targeted reverse phenotyping, and increase the efficiency of genetic testing lab personnel. DISCUSSION The NYCKidSeq project will contribute to the innovations and best practices in communicating genomic test results to diverse populations. This work will inform strategies for implementing genomic medicine in health systems serving diverse populations using methods that are clinically useful, technologically savvy, culturally sensitive, and ethically sound. TRIAL REGISTRATION ClinicalTrials.gov NCT03738098 . Registered on November 13, 2018 Trial Sponsor: Icahn School of Medicine at Mount Sinai Contact Name: Eimear Kenny, PhD (Principal Investigator) Address: Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Pl., Box 1003, New York, NY 10029 Email: eimear.kenny@mssm.edu.
Collapse
Affiliation(s)
- Jacqueline A Odgis
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katie M Gallagher
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Sabrina A Suckiel
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Katherine E Donohue
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michelle A Ramos
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Institute for Health Equity Research, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nicole R Kelly
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Gabrielle Bertier
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Christina Blackburn
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Kaitlyn Brown
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Lena Fielding
- Molecular Diagnostics, New York Genome Center, New York, NY, USA
| | - Jessenia Lopez
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Karla Lopez Aguiniga
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Estefany Maria
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Jessica E Rodriguez
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Monisha Sebastin
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Nehama Teitelman
- Department of Pediatrics, Division of Pediatric Academic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Dana Watnick
- Department of Pediatrics, Division of Pediatric Academic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Nicole M Yelton
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Noura S Abul-Husn
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Aaron Baum
- Department of Health System Design and Global Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Laurie J Bauman
- Department of Pediatrics, Division of Pediatric Academic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Jules C Beal
- Department of Pediatrics, Division of Child Neurology, Weill Cornell Medical, New York, NY, USA
| | - Toby Bloom
- Molecular Diagnostics, New York Genome Center, New York, NY, USA
| | - Charlotte Cunningham-Rundles
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - George A Diaz
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Siobhan Dolan
- Department of Obstetrics and Gynecology and Women's Health (Reproductive and Medical Genetics), Albert Einstein College of Medicine, Bronx, NY, USA
| | - Bart S Ferket
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Vaidehi Jobanputra
- Molecular Diagnostics, New York Genome Center, New York, NY, USA
- Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY, USA
| | - Patricia Kovatch
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Scientific Computing and Data Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Thomas V McDonald
- Department of Medicine (Cardiology), Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Patricia E McGoldrick
- Department of Pediatrics, Division of Child Neurology, New York Medical College, Valhalla, NY, USA
- Pediatric Neurology, Boston Children's Health Physicians/Maria Fareri Children's Hospital, Hawthorne, NY, USA
| | - Rosamond Rhodes
- Department of Medical Education, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michael L Rinke
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | | | - Arye Rubinstein
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Lisa H Shulman
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Christian Stolte
- Molecular Diagnostics, New York Genome Center, New York, NY, USA
| | - Steven M Wolf
- Department of Pediatrics, Division of Child Neurology, New York Medical College, Valhalla, NY, USA
- Pediatric Neurology, Boston Children's Health Physicians/Maria Fareri Children's Hospital, Hawthorne, NY, USA
| | - Elissa Yozawitz
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
- Isabelle Rapin Division of Child Neurology of the Saul R Korey Department of Neurology at Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Randi E Zinberg
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Obstetrics, Gynecology and Reproductive Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - John M Greally
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Bruce D Gelb
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Carol R Horowitz
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Institute for Health Equity Research, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Melissa P Wasserstein
- Department of Pediatrics, Division of Pediatric Genetic Medicine, Children's Hospital at Montefiore/Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Eimear E Kenny
- The Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| |
Collapse
|
6
|
Manchia M, Pisanu C, Squassina A, Carpiniello B. Challenges and Future Prospects of Precision Medicine in Psychiatry. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2020; 13:127-140. [PMID: 32425581 PMCID: PMC7186890 DOI: 10.2147/pgpm.s198225] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/08/2020] [Accepted: 04/14/2020] [Indexed: 12/21/2022]
Abstract
Precision medicine is increasingly recognized as a promising approach to improve disease treatment, taking into consideration the individual clinical and biological characteristics shared by specific subgroups of patients. In specific fields such as oncology and hematology, precision medicine has already started to be implemented in the clinical setting and molecular testing is routinely used to select treatments with higher efficacy and reduced adverse effects. The application of precision medicine in psychiatry is still in its early phases. However, there are already examples of predictive models based on clinical data or combinations of clinical, neuroimaging and biological data. While the power of single clinical predictors would remain inadequate if analyzed only with traditional statistical approaches, these predictors are now increasingly used to impute machine learning models that can have adequate accuracy even in the presence of relatively small sample size. These models have started to be applied to disentangle relevant clinical questions that could lead to a more effective management of psychiatric disorders, such as prediction of response to the mood stabilizer lithium, resistance to antidepressants in major depressive disorder or stratification of the risk and outcome prediction in schizophrenia. In this narrative review, we summarized the most important findings in precision medicine in psychiatry based on studies that constructed machine learning models using clinical, neuroimaging and/or biological data. Limitations and barriers to the implementation of precision psychiatry in the clinical setting, as well as possible solutions and future perspectives, will be presented.
Collapse
Affiliation(s)
- Mirko Manchia
- Section of Psychiatry, Department of Medical Sciences and Public Health, University of Cagliari, Cagliari, Italy.,Unit of Clinical Psychiatry, University Hospital Agency of Cagliari, Cagliari, Italy.,Department of Pharmacology, Dalhousie University, Halifax, NS, Canada
| | - Claudia Pisanu
- Department of Biomedical Sciences, Section of Neuroscience and Clinical Pharmacology, University of Cagliari, Cagliari, Italy
| | - Alessio Squassina
- Department of Biomedical Sciences, Section of Neuroscience and Clinical Pharmacology, University of Cagliari, Cagliari, Italy.,Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Bernardo Carpiniello
- Section of Psychiatry, Department of Medical Sciences and Public Health, University of Cagliari, Cagliari, Italy.,Unit of Clinical Psychiatry, University Hospital Agency of Cagliari, Cagliari, Italy
| |
Collapse
|