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Willem T, Zimmermann BM, Matthes N, Rost M, Buyx A. Acceptance of Social Media Recruitment for Clinical Studies Among Patients With Hepatitis B: Mixed Methods Study. J Med Internet Res 2024; 26:e54034. [PMID: 39186322 PMCID: PMC11384172 DOI: 10.2196/54034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 03/08/2024] [Accepted: 06/03/2024] [Indexed: 08/27/2024] Open
Abstract
BACKGROUND Social media platforms are increasingly used to recruit patients for clinical studies. Yet, patients' attitudes regarding social media recruitment are underexplored. OBJECTIVE This mixed methods study aims to assess predictors of the acceptance of social media recruitment among patients with hepatitis B, a patient population that is considered particularly vulnerable in this context. METHODS Using a mixed methods approach, the hypotheses for our survey were developed based on a qualitative interview study with 6 patients with hepatitis B and 30 multidisciplinary experts. Thematic analysis was applied to qualitative interview analysis. For the cross-sectional survey, we additionally recruited 195 patients with hepatitis B from 3 clinical centers in Germany. Adult patients capable of judgment with a hepatitis B diagnosis who understood German and visited 1 of the 3 study centers during the data collection period were eligible to participate. Data analysis was conducted using SPSS (version 28; IBM Corp), including descriptive statistics and regression analysis. RESULTS On the basis of the qualitative interview analysis, we hypothesized that 6 factors were associated with acceptance of social media recruitment: using social media in the context of hepatitis B (hypothesis 1), digital literacy (hypothesis 2), interest in clinical studies (hypothesis 3), trust in nonmedical (hypothesis 4a) and medical (hypothesis 4b) information sources, perceiving the hepatitis B diagnosis as a secret (hypothesis 5a), attitudes toward data privacy in the social media context (hypothesis 5b), and perceived stigma (hypothesis 6). Regression analysis revealed that the higher the social media use for hepatitis B (hypothesis 1), the higher the interest in clinical studies (hypothesis 3), the more trust in nonmedical information sources (hypothesis 4a), and the less secrecy around a hepatitis B diagnosis (hypothesis 5a), the higher the acceptance of social media as a recruitment tool for clinical hepatitis B studies. CONCLUSIONS This mixed methods study provides the first quantitative insights into social media acceptance for clinical study recruitment among patients with hepatitis B. The study was limited to patients with hepatitis B in Germany but sets out to be a reference point for future studies assessing the attitudes toward and acceptance of social media recruitment for clinical studies. Such empirical inquiries can facilitate the work of researchers designing clinical studies as well as ethics review boards in balancing the risks and benefits of social media recruitment in a context-specific manner.
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Affiliation(s)
- Theresa Willem
- Institute of Molecular Immunology, Klinikum Rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
- Institute of History and Ethics in Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
- Department of Science, Technology and Society (STS), School of Social Sciences and Technology, Technical University of Munich, Munich, Germany
| | - Bettina M Zimmermann
- Institute of Molecular Immunology, Klinikum Rechts der Isar, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
- Institute of History and Ethics in Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
- Institute of Philosophy, Multidisciplinary Center for Infectious Diseases, University of Bern, Bern, Switzerland
| | - Nina Matthes
- Institute of History and Ethics in Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
| | - Michael Rost
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
| | - Alena Buyx
- Institute of History and Ethics in Medicine, TUM School of Medicine and Health, Technical University of Munich, Munich, Germany
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Dehghani Soufi M, Rezaei Hachesu P, Ferdousi R. Oncology Informatics for Lynch Syndrome Research and Care: A Literature Review. JCO Clin Cancer Inform 2022; 6:e2200087. [DOI: 10.1200/cci.22.00087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
PURPOSE This study aims to review and evaluate available informatics platforms for research and management purposes of Lynch syndrome (LS) to identify gaps and needs for future development. METHODS LS informatics tools were identified through literature search in four publication databases (1 and Scopus). First, the LS and functional elements of every informatics tools for LS were introduced. Then, current existing LS informatics tools were reviewed and explained. RESULTS A detailed review of implemented studies shows that many types of informatics platforms are available for LS management (ie, prediction model, clinical decision support system, database website, and other tools for research and management purposes of LS). Moreover, several dimensions of existing LS informatics tools were discussed and features and positive findings were reported. CONCLUSION Reviewing the literature reveals that several LS informatics tools were focused on gene-specific estimate, cancer risk prediction, identifying/screening patients, supporting personalized care of individuals with LS, and storing mismatch repair mutations information. Nevertheless, these platforms do not fully cover the care and research purposes. For instance, future developments of LS tools require more attention to dynamic knowledgebase, extra-colonic lynch–related cancers on the basis of precision medicine, variants of unknown significance, and support from diagnosis to surveillance for patient follow-up. Insights and recommendations provided in this study could help researchers and developers to meet the existing challenges in future developments.
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Affiliation(s)
- Mahsa Dehghani Soufi
- Department of Health Information Technology, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Peyman Rezaei Hachesu
- Department of Health Information Technology, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Reza Ferdousi
- Department of Health Information Technology, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Tabriz, Iran
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Darko EM, Kleib M, Olson J. Social Media Use for Research Participant Recruitment: Integrative Literature Review. J Med Internet Res 2022; 24:e38015. [PMID: 35925655 PMCID: PMC9389385 DOI: 10.2196/38015] [Citation(s) in RCA: 53] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 06/15/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Social media tools have provided health researchers with the opportunity to engage with communities and groups in a nonconventional manner to recruit participants for health research. Using social media to advertise research opportunities and recruit participants facilitates accessibility to participants from broad geographical areas and diverse populations. However, little guidance is provided by ethics review boards for researchers to effectively use this recruitment method in their research. OBJECTIVE This study sought to explore the literature on the use of social media for participant recruitment for research studies and identify the best practices for recruiting participants using this method. METHODS An integrative review approach was used to synthesize the literature. A total of 5 health sciences databases, namely, EMBASE (Ovid), MEDLINE (Ovid and EBSCOhost), PsycINFO (Ovid), Scopus (Elsevier), and CINAHL Plus with Full Text (EBSCOhost), were searched using predefined keywords and inclusion and exclusion criteria. The initial search was conducted in October 2020 and was updated in February 2022. Descriptive and content analyses were applied to synthesize the results, and the findings are presented in a narrative and tabular format. RESULTS A total of 96 records were included in this review, 83 (86%) from the initial search and 13 (14%) from the updated search. The publication year ranged between 2011 and 2022, with most publications (63/96, 66%) being from the United States. Regarding recruitment strategy, 45% (43/96) of the studies exclusively used social media, whereas 51% (49/96) used social media in conjunction with other strategies. The remaining 4% (4/96) provided guidelines and recommendations for social media recruitment. Notably, 38% (36/96) of these studies involved hard-to-reach populations. The findings also revealed that the use of social media is a cost-effective and efficient strategy for recruiting research participants. Despite the expanded use across different populations, there is limited participation of older adults in social media recruitment. CONCLUSIONS This review provides important insights into the current use of social media for health research participant recruitment. Ethics boards and research support services in academic institutions are encouraged to explicitly provide researchers with guidelines on the use of social media for health research participant recruitment. A preliminary guideline prepared based on the findings of this review is proposed to spark further development in this area.
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Affiliation(s)
- Elizabeth Mirekuwaa Darko
- College of Health Sciences, Faculty of Nursing, Edmonton Clinic Health Academy, University of Alberta, Edmonton, AB, Canada
| | - Manal Kleib
- College of Health Sciences, Faculty of Nursing, Edmonton Clinic Health Academy, University of Alberta, Edmonton, AB, Canada
| | - Joanne Olson
- College of Health Sciences, Faculty of Nursing, Edmonton Clinic Health Academy, University of Alberta, Edmonton, AB, Canada
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Zimmermann BM, Willem T, Bredthauer CJ, Buyx A. Ethical Issues in Social Media Recruitment for Clinical Studies: Ethical Analysis and Framework. J Med Internet Res 2022; 24:e31231. [PMID: 35503247 PMCID: PMC9115665 DOI: 10.2196/31231] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 11/11/2021] [Accepted: 12/02/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Social media recruitment for clinical studies holds the promise of being a cost-effective way of attracting traditionally marginalized populations and promoting patient engagement with researchers and a particular study. However, using social media for recruiting clinical study participants also poses a range of ethical issues. OBJECTIVE This study aims to provide a comprehensive overview of the ethical benefits and risks to be considered for social media recruitment in clinical studies and develop practical recommendations on how to implement these considerations. METHODS On the basis of established principles of clinical ethics and research ethics, we reviewed the conceptual and empirical literature for ethical benefits and challenges related to social media recruitment. From these, we derived a conceptual framework to evaluate the eligibility of social media use for recruitment for a specific clinical study. RESULTS We identified three eligibility criteria for social media recruitment for clinical studies: information and consent, risks for target groups, and recruitment effectiveness. These criteria can be used to evaluate the implementation of a social media recruitment strategy at its planning stage. We have discussed the practical implications of these criteria for researchers. CONCLUSIONS The ethical challenges related to social media recruitment are context sensitive. Therefore, social media recruitment should be planned rigorously, taking into account the target group, the appropriateness of social media as a recruitment channel, and the resources available to execute the strategy.
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Affiliation(s)
- Bettina M Zimmermann
- Institute of History and Ethics in Medicine, School of Medicine, Technical University of Munich, Munich, Germany
- Institute for Biomedical Ethics, University of Basel, Basel, Switzerland
| | - Theresa Willem
- Institute of History and Ethics in Medicine, School of Medicine, Technical University of Munich, Munich, Germany
- Department of Science, Technology and Society, School of Social Sciences and Technology, Technical University of Munich, Munich, Germany
| | - Carl Justus Bredthauer
- Institute of History and Ethics in Medicine, School of Medicine, Technical University of Munich, Munich, Germany
| | - Alena Buyx
- Institute of History and Ethics in Medicine, School of Medicine, Technical University of Munich, Munich, Germany
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Hutchesson MJ, Gough C, Müller AM, Short CE, Whatnall MC, Ahmed M, Pearson N, Yin Z, Ashton LM, Maher C, Staiano AE, Mauch CE, DeSmet A, Vandelanotte C. eHealth interventions targeting nutrition, physical activity, sedentary behavior, or obesity in adults: A scoping review of systematic reviews. Obes Rev 2021; 22:e13295. [PMID: 34159684 DOI: 10.1111/obr.13295] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Revised: 04/28/2021] [Accepted: 05/05/2021] [Indexed: 12/11/2022]
Abstract
A vast body of evidence regarding eHealth interventions for nutrition, physical activity, sedentary behavior, and obesity exists. This scoping review of systematic reviews aimed to evaluate the current level of evidence in this growing field. Seven electronic databases were searched for systematic reviews published until October 27, 2019. The systematic reviews must have included adult participants only and have evaluated eHealth behavioral interventions with the primary aim of changing nutrition, physical activity, and sedentary behavior or treating or preventing overweight and obesity. One hundred and six systematic reviews, published from 2006 to 2019, were included. Almost all (n = 98) reviews evaluated the efficacy of interventions. Over half (n = 61) included interventions focused on physical activity, followed by treatment of obesity (n = 28), nutrition (n = 22), prevention of obesity (n = 18), and sedentary behavior (n = 6). Many reviews (n = 46) evaluated one type of eHealth intervention only, while 60 included two or more types. Most reviews (n = 67) were rated as being of critically low methodological quality. This scoping review identified an increasing volume of systematic reviews evaluating eHealth interventions. It highlights several evidence gaps (e.g., evaluation of other outcomes, such as reach, engagement, or cost effectiveness), guiding future research efforts in this area.
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Affiliation(s)
- Melinda J Hutchesson
- School of Health Sciences, College of Health, Medicine and Wellbeing, and Priority Research Centre for Physical Activity and Nutrition, University of Newcastle, Callaghan, New South Wales, Australia
| | - Claire Gough
- Flinders Digital Health Research Centre, College of Nursing and Health Sciences, Flinders University, Adelaide, South Australia, Australia
- Caring Futures Institute, College of Nursing and Health Sciences, Flinders University, Adelaide, South Australia, Australia
| | | | - Camille E Short
- Melbourne School of Psychological Sciences and Melbourne School of Health Sciences, Faculty of Dentistry, Medicine and Health Sciences, University of Melbourne, Melbourne, Victoria, Australia
| | - Megan C Whatnall
- School of Health Sciences, College of Health, Medicine and Wellbeing, and Priority Research Centre for Physical Activity and Nutrition, University of Newcastle, Callaghan, New South Wales, Australia
| | - Mavra Ahmed
- Department of Nutritional Sciences and Joannah and Brian Lawson Centre for Child Nutrition, University of Toronto, Toronto, Ontario, Canada
| | - Nicole Pearson
- School of Medicine and Public Health, College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, New South Wales, Australia
| | - Zenong Yin
- UT Health San Antonio Graduate School of Biomedical Sciences, University of Texas, San Antonio, Texas, USA
| | - Lee M Ashton
- School of Health Sciences, College of Health, Medicine and Wellbeing, and Priority Research Centre for Physical Activity and Nutrition, University of Newcastle, Callaghan, New South Wales, Australia
| | - Carol Maher
- Alliance for Research in Exercise, Nutrition and Activity, Allied Health and Human Performance, University of South Australia, Adelaide, South Australia, Australia
| | - Amanda E Staiano
- Population and Public Health, Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - Chelsea E Mauch
- Caring Futures Institute, College of Nursing and Health Sciences, Flinders University, Adelaide, South Australia, Australia
- Nutrition and Health Program, Health & Biosecurity Business Unit, CSIRO, Canberra, ACT, Australia
| | - Ann DeSmet
- Faculty of Psychology and Educational Sciences, Université Libre de Bruxelles, Brussels, Belgium
- Department of Communication Studies, University of Antwerp, Antwerp, Belgium
| | - Corneel Vandelanotte
- Physical Activity Research Group, Appleton Institute, Central Queensland University, Rockhampton, Queensland, Australia
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6
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Carlock G, Manning K, Leslie EJ. Feasibility of Social Media Recruitment for Orofacial Cleft Genetic Research. Cleft Palate Craniofac J 2021; 59:701-707. [PMID: 34121473 DOI: 10.1177/10556656211024484] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
OBJECTIVE This study assessed the feasibility of unpaid social media advertising to recruit participants affected with an orofacial cleft (OFC) for a genetic study. DESIGN This is a retrospective analysis of recruitment based on enrollment and participation in a genetic study. Participants completed a series of enrollment surveys, provided saliva samples, and completed postparticipation feedback surveys. PARTICIPANTS Participants were eligible if they or a minor in their care were affected by an OFC, the affected participant was not adopted, and the mother of the affected individual had not taken antiseizure medication during pregnancy. MAIN OUTCOME MEASURES Success of recruitment was evaluated from the number of enrolled participants and sample return rate. RESULTS In the first 12 months of recruitment, 313 individuals completed initial screening surveys; of these, 306 participants were eligible. A total of 263 individuals completed all online surveys and were sent DNA sample kits. One hundred sixty-two subject DNA samples were returned within 12 months of sending, for a return rate of 62%. Approximately two-thirds (66.3%) of all returned samples were sent back within the first 6 weeks after receiving DNA kits. CONCLUSIONS Unpaid social media advertising enabled the recruitment of a large cohort of participants in a short time (12 months). The resulting study population was limited in racial and ethnic diversity, suggesting that other recruitment strategies will be needed for studies seeking specific demographic or socioeconomic groups. Nonetheless, social media recruitment was efficient and effective for recruiting participants for a genetic study in comparison to traditional clinic-based modes of recruitment.
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Allen CG, Peterson S, Khoury MJ, Brody LC, McBride CM. A scoping review of social and behavioral science research to translate genomic discoveries into population health impact. Transl Behav Med 2021; 11:901-911. [PMID: 32902617 PMCID: PMC8240657 DOI: 10.1093/tbm/ibaa076] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Since the completion of the Human Genome Project, progress toward translating genomic research discoveries to address population health issues has been limited. Several meetings of social and behavioral scientists have outlined priority research areas where advancement of translational research could increase population health benefits of genomic discoveries. In this review, we track the pace of progress, study size and design, and focus of genomics translational research from 2012 to 2018 and its concordance with five social and behavioral science recommended priorities. We conducted a review of the literature following the Preferred Reporting Items for Systematic Reviews and Meta-Analysis Guidelines for Scoping Reviews. Steps involved completing a search in five databases and a hand search of bibliographies of relevant literature. Our search (from 2012 to 2018) yielded 4,538 unique studies; 117 were included in the final analyses. Two coders extracted data including items from the PICOTS framework. Analysis included descriptive statistics to help identify trends in pace, study size and design, and translational priority area. Among the 117 studies included in our final sample, nearly half focused on genomics applications that have evidence to support translation or implementation into practice (Centers for Disease Control and Prevention Tier 1 applications). Common study designs were cross-sectional (40.2%) and qualitative (24.8%), with average sample sizes of 716 across all studies. Most often, studies addressed public understanding of genetics and genomics (33.3%), risk communication (29.1%), and intervention development and testing of interventions to promote behavior change (19.7%). The number of studies that address social and behavioral science priority areas is extremely limited and the pace of this research continues to lag behind basic science advances. Much of the research identified in this review is descriptive and related to public understanding, risk communication, and intervention development and testing of interventions to promote behavior change. The field has been slow to develop and evaluate public health-friendly interventions and test implementation approaches that could enable health benefits and equitable access to genomic discoveries. As the completion of the human genome approaches its 20th anniversary, full engagement of transdisciplinary efforts to address translation challenges will be required to close this gap.
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Affiliation(s)
- Caitlin G Allen
- Behavioral, Social and Health Education Sciences Department, Emory University, Atlanta, GA, USA
| | - Shenita Peterson
- Woodruff Health Science Center Library, Emory University, Atlanta, GA, USA
| | - Muin J Khoury
- Office of Genomics and Precision Public Health, Office of Science, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Lawrence C Brody
- Gene and Environment Interaction Section, National Human Genome Research Institute, Bethesda, MD, USA
| | - Colleen M McBride
- Behavioral, Social and Health Education Sciences Department, Emory University, Atlanta, GA, USA
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Broughel EM, Hennig K, Chu R, Parker WM, Campo-Engelstein L, Burton-Chase AM. Factors Impacting the Decision of an Individual With Lynch Syndrome to Terminate a Health Care Provider Relationship. J Patient Exp 2021; 8:23743735211008755. [PMID: 34179439 PMCID: PMC8205383 DOI: 10.1177/23743735211008755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Lynch syndrome (LS) is a genetic cancer syndrome that puts affected individuals at a significantly higher risk of developing multiple cancers. Participants (n = 57) were recruited through social media. Data were collected through online surveys and phone interviews; the interview data (n = 55) were analyzed to identify provider terminations and the factors that motivated these decisions. Results indicate that individuals with LS terminated their patient-provider relationships due to lack of provider LS knowledge, poor interactions, or a combination of both factors. Findings from this study suggest a need for better interactions between LS patients and providers and increased knowledge of LS-specific care.
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Affiliation(s)
- Erin M Broughel
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, Albany, NY, USA
| | - Kelsey Hennig
- Department of Pharmacy Practice, Binghamton University, Binghamton, NY, USA
| | - Rebecca Chu
- Geriatric Research, Education, and Clinical Center, James J. Peters Veteran Affairs Medical Center, Bronx, NY, USA
| | - Wendy M Parker
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, Albany, NY, USA
| | - Lisa Campo-Engelstein
- Department of Preventive Medicine and Population Health, Institute for the Medical Humanities, University of Texas Medical Branch, Galveston, TX, USA
| | - Allison M Burton-Chase
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, Albany, NY, USA
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Fenton V, Fletcher L, Bowles J, Hennig K, Burton-Chase AM. Assessing Advance Care Planning in Individuals with Lynch Syndrome. ACTA ACUST UNITED AC 2021; 3:562-569. [PMID: 33469567 PMCID: PMC7808734 DOI: 10.1007/s42399-021-00729-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/01/2021] [Indexed: 11/05/2022]
Abstract
Lynch syndrome (LS) is a hereditary cancer syndrome characterized by an increased risk of multiple cancers, predominantly endometrial and colorectal, at a younger age (typically < 50). In prior research, high death anxiety and a lack of provider-initiated communication about advance care planning (ACP) have been shown to decrease a patient’s likelihood of having advance directives. Providers often have gaps in knowledge and are uncomfortable with these conversations. We used a mixed methods approach (quantitative survey with a follow-up telephone interview) to assess knowledge, preferences, and attitudes regarding ACP in individuals with LS (n = 20). This study also assessed which ACP documents individuals already had in place and which persons (providers, family, or friends) an individual made aware of the documentation and/or preferences. These data were analyzed to determine patient preferences for who is responsible for initiating these conversations, identify motivating factors and barriers to these conversations, and determine whether the current conversations are adequate to meet the needs of this patient population. Participants recognized the importance of ACP and expressed interest in creating these documents. However, knowledge and confidence about these topics were lacking, with many participants attributing this to their young age and lack of experience. Although uncomfortable, many patients want to have ACP discussions with their providers, but frequently patients were only asked if these documents are completed with no further discussion. These findings can inform educational efforts to improve knowledge of ACP and interventional research to increase use of ACP by individuals with LS.
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Affiliation(s)
- Victoria Fenton
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, 106 New Scotland Avenue, Albany, NY 12208 USA
| | - Lauren Fletcher
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, 106 New Scotland Avenue, Albany, NY 12208 USA
| | - Jennifer Bowles
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, 106 New Scotland Avenue, Albany, NY 12208 USA
| | - Kelsey Hennig
- School of Pharmacy and Pharmaceutical Sciences, Binghamton University, Binghamton, NY USA
| | - Allison M Burton-Chase
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, 106 New Scotland Avenue, Albany, NY 12208 USA
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Yu J, Paranagama D, Parasuraman S. Recruitment strategies and geographic representativeness for patient survey studies in rare diseases: Experience from the living with myeloproliferative neoplasms patient survey. PLoS One 2021; 15:e0243562. [PMID: 33382745 PMCID: PMC7774910 DOI: 10.1371/journal.pone.0243562] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 11/23/2020] [Indexed: 12/02/2022] Open
Abstract
Background Recruitment of individuals with rare diseases for studies of real-world patient-reported outcomes is limited by small base populations. Myeloproliferative neoplasms (MPNs) are a group of rare, chronic, hematologic malignancies. In this study, recruitment strategies and geographic representativeness from the Living with MPNs survey are reported. Methods The Living with MPNs online cross-sectional survey was conducted between April and November 2016. Individuals 18 to 70 years of age living in the United States and diagnosed with an MPN were eligible to participate. Recruitment approaches included direct contact via emails and postcards; posts on MPN-focused social media and patient advocacy websites; postcard mailings to doctors’ offices; and advertisements on medical websites, Google, and Facebook. Geographic representativeness was assessed based on the number of survey respondents living in each state or the District of Columbia and by the number of survey respondents per 10 million residents. Results A total of 904 respondents with MPNs completed the survey. The recruitment method yielding the greatest number of respondents was advertisements on MPN-focused social media (47.6% of respondents), followed by emails (35.1%) and postcards (13.9%) sent through MPN advocacy groups. Home state information was provided by 775 respondents from 46 states (range of respondents per state, 1–89). The number of respondents per 10 million residents in the 46 states with respondents ranged from 12.1 to 52.7. Conclusions Recruitment using social media and communications through patient groups and advocacy organizations are effective in obtaining geographically representative samples of individuals with MPNs in the United States. These approaches may also be effective in other rare diseases.
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Affiliation(s)
- Jingbo Yu
- Incyte Corporation, Wilmington, DE, United States of America
- * E-mail:
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Glavind J, Boie S, Glavind E, Fuglsang J. Risk of recurrent acute fatty liver of pregnancy: survey from a social media group. Am J Obstet Gynecol MFM 2020; 2:100085. [PMID: 33345956 DOI: 10.1016/j.ajogmf.2020.100085] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Accepted: 12/20/2019] [Indexed: 12/20/2022]
Abstract
BACKGROUND Acute fatty liver of pregnancy is a rare but serious complication in the last trimester of pregnancy or postpartum period. Data on the recurrence risk are largely unavailable, as only case reports or very small case series exist in which only 1 woman had recurrent acute fatty liver of pregnancy. OBJECTIVE We aimed to estimate the risk of acute fatty liver of pregnancy recurrence and to compare disease severity and gestational age between primary and recurrent disease using patient-provided data from an acute fatty liver of pregnancy social media patient group. MATERIALS AND METHODS We developed and distributed an electronic questionnaire through an international Facebook group called "Acute Fatty Liver of Pregnancy." The data collection took place from June 11, 2018, to August 17, 2018, using REDCap. Our main outcome measures were recurrence of acute fatty liver of pregnancy, severity with recurrence, and gestational age at delivery. RESULTS A total of 69 women with previous acute fatty liver of pregnancy completed the questionnaire; 24 women had a subsequent delivery, of whom 5 women were diagnosed with acute fatty liver of pregnancy again. In 4 of 5 of these women (80%), acute fatty liver of pregnancy took a milder course, whereas in 1 woman it worsened in the next pregnancy. Women with acute fatty liver of pregnancy recurrence delivered at a median gestational age at 265 days (interquartile range, 242-287 days) in their first pregnancy with acute fatty liver of pregnancy as compared to delivery by a prelabor cesarean delivery at 245 days (interquartile range, 235-261 days) in their second pregnancy with acute fatty liver of pregnancy. Male fetal sex was not associated with an increased risk of recurrent acute fatty liver of pregnancy. CONCLUSION One in 5 women reported having had recurrent acute fatty liver of pregnancy, with most cases being milder, possibly because of an earlier gestational age at delivery.
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Affiliation(s)
- Julie Glavind
- Department of Obstetrics and Gynecology, Aarhus University Hospital, Aarhus, Denmark.
| | - Sidsel Boie
- Department of Obstetrics and Gynecology, Regional Hospital of Randers, Randers, Denmark
| | - Emilie Glavind
- Department of Hepatology and Gastroenterology, Aarhus University Hospital, Aarhus, Denmark
| | - Jens Fuglsang
- Department of Obstetrics and Gynecology, Aarhus University Hospital, Aarhus, Denmark
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White W. A rare disease patient/caregiver perspective on fair pricing and access to gene-based therapies. Gene Ther 2019; 27:474-481. [PMID: 31723211 DOI: 10.1038/s41434-019-0110-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 10/11/2019] [Accepted: 10/28/2019] [Indexed: 11/09/2022]
Abstract
Gene-based therapies are changing the landscape of medicine for patients with rare diseases. These one-time, potentially curative treatments pose a challenge in the US healthcare model, where high prices and insurance coverage variation may prevent patients from receiving life-altering therapies. Questioning of high prices occurs when patients, payers, and policy makers hold divergent views on the value and uncertainty of therapies. The key for patients is that high prices need to be justified, and companies need to partner authentically with patients. Companies should not automatically assume that the combination of the "gene therapy" label and a small patient population justifies high prices. To speed up the development process and potentially reduce costs, patients want the industry to improve clinical trial efficiency by sharing data, including natural history studies and failed trial results. From the patient perspective, current value assessment frameworks disadvantage people with disabilities, may not accurately reflect patients' and societal views, and omit necessary factors such as impact on caregivers, lost productivity, and the future value of innovation. Value determination methods need to provide fair incentives and outcomes to industry, payers, regulators, and especially patients-the courageous pioneers who need equitable and sustainable access to life-changing gene-based therapies.
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Parker WM, Hennig K, Burton-Chase AM. For Women, Lynch Syndrome Is About More than Colon Cancer. Cancer Prev Res (Phila) 2019; 12:831-836. [PMID: 31554630 DOI: 10.1158/1940-6207.capr-19-0069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Revised: 05/13/2019] [Accepted: 09/19/2019] [Indexed: 11/16/2022]
Abstract
Lynch syndrome, also known as hereditary nonpolyposis colorectal cancer, has historically been characterized by a predisposition to colorectal cancer; however, for women with Lynch syndrome, the risks for gynecologic cancers pose an equal or greater risk than colorectal cancer. In addition, the gynecologic cancer is often the first cancer that presents in these patients. Also of importance to women with Lynch syndrome is the efficacy of gynecologic cancer screening being significantly lower than colorectal cancer screening, leading to inconsistency in provider recommendations for gynecologic screening and surveillance. We had the chance to listen to women with Lynch syndrome, in their own words, discuss their health care experiences as they relate to gynecologic cancer risk, and identified several important themes. They describe feeling confused about their screening and surveillance options while also being heavily reliant on their health care providers for guidance. In addition, women with Lynch syndrome discuss attempting to balance medical management of Lynch syndrome with their reproductive choices. Finally, they believe that increased awareness by women and their providers about the gynecologic cancer risks associated with Lynch syndrome should be a higher priority. We view the words of these women as a call to action for Lynch syndrome patients, clinicians, researchers, and advocates.
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Affiliation(s)
- Wendy M Parker
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, Albany, New York.
| | - Kelsey Hennig
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, Albany, New York
| | - Allison M Burton-Chase
- Department of Population Health Sciences, Albany College of Pharmacy and Health Sciences, Albany, New York
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Benedict C, Hahn AL, Diefenbach MA, Ford JS. Recruitment via social media: advantages and potential biases. Digit Health 2019; 5:2055207619867223. [PMID: 31431827 PMCID: PMC6685119 DOI: 10.1177/2055207619867223] [Citation(s) in RCA: 65] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Accepted: 07/08/2019] [Indexed: 12/02/2022] Open
Abstract
Background Adolescent and young adult (AYA) cancer survivors are under-represented in research. Social media is increasingly used for recruitment given its ability to reach large audiences. Differences in participant characteristics and potential biases due to recruitment source are not well understood. Purpose This study aimed to: (a) compare recruitment strategies (hospital-based v. social media) in enrollment metrics, and (b) among enrolled participants, evaluate group differences in patient characteristics and patient reported outcomes (PROs). Methods Preliminary data from a cancer and fertility study with female AYAs were evaluated. Hospital-based recruitment used electronic medical records (EMR) to identify eligible patients. Social media recruitment involved posting on partner organizations’ social media outlets. PROs included validated measures related to the parent study. Descriptive statistics evaluated recruitment metrics. Independent samples t-tests and chi-square identified differences in participant characteristics and PROs based on recruitment. Results Social media yielded a higher enrollment rate (37%; n = 54/146) compared with hospital-based recruitment (7%; n = 21/289) and required fewer study resources. Compared with hospital-based recruitment, participants from social media were more likely to be White (p = 0.01), with a longer time since treatment (p = 0.03); and reported higher levels of reproductive concern (p = 0.004) and negative mood (p = 0.02), and more negative illness perceptions (ps < 0.05). Conclusion Recruitment via social media may be a more effective and efficient strategy compared with hospital-based methods. However, group differences were identified that could bias findings and limit generalizability. Advantages of social media should be considered with an understanding of how methodology may impact enrollment and results.
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Affiliation(s)
| | | | | | - Jennifer S Ford
- Hunter College and the Graduate Center, City University of New York (CUNY), USA
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15
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Assessing Hereditary Colorectal Cancer Referral Patterns to a Tertiary Care Center: A Novel Approach Using Geographic Information System Mapping. Dis Colon Rectum 2019; 62:840-848. [PMID: 31188185 DOI: 10.1097/dcr.0000000000001398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
BACKGROUND Patients and their family members with hereditary colorectal cancer require longitudinal follow-up that is best achieved through a dedicated program with a registry. However, referrals for these conditions remain poor. Geographic information systems technology is a novel method to evaluate geographic variation in multiple realms but is being used more in health care. OBJECTIVE The purpose of this study was to evaluate referral patterns with geographic information systems technology to better target efforts for improving overall referrals. We hypothesized that marked variation would exist as to the geospatial locations of referrals and that gastroenterologists would be the dominant referral source. DESIGN This was a retrospective cross-sectional study. SETTINGS The study was conducted at Vanderbilt University Medical Center. PATIENTS The hereditary colorectal cancer registry was queried from June 2007 to August 2016 for demographics, distance to center, genetic mutations, and the specialty of the referring providers. Geospatial data on both patient and referring specialist were collected. MAIN OUTCOME MEASURES We analyzed patient and referral data with geographic information systems technology to look for gaps and patterns. RESULTS A total of 676 patients were entered into the registry during this period. Fifty-six percent were women, and the median age was 50 years (interquartile range, 42-60 y). The median distance from the center was 60 miles (interquartile range, 22-120 miles), and 31% carried an identified germline mutation. Gastroenterology represented the overall largest source of referrals and, when broken down by syndrome, they represented the top referral specialty for familial adenomatous polyposis. Surgeons were the largest referral source for Lynch syndrome. LIMITATIONS The study was limited by covariates in the database. CONCLUSIONS Our hereditary colorectal cancer registry serves a large geographic area, with the largest group of referrals coming from gastroenterologists. Performing this analysis with geographic information systems technology mapping allowed us to identify clustering of patients and providers throughout the region as well as gaps. This information will help to target outreach and distribution of educational materials for providers and their patients to increase registry enrollment. See Video Abstract at http://links.lww.com/DCR/A950.
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Engaging patients throughout the health system: A landscape analysis of cold-call policies and recommendations for future policy change. J Clin Transl Sci 2019; 2:384-392. [PMID: 31402985 PMCID: PMC6676437 DOI: 10.1017/cts.2019.1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Healthcare institutions may often prohibit “cold-calling” or direct contact with a potential research participant when the person initiating contact is unknown to the patient. This policy aims to maintain patient privacy, but may have unintended consequences as a result of physician gatekeeping. In this review, we discuss recruitment policies at the top academic institutions. We propose an ethical framework for evaluating cold-call policies based on three principles of research ethics. In order to maximize engagement of potential research participants, while maintaining patient privacy and autonomy, we then propose several alternative solutions to restrictive cold-call policies, including opt-in or opt-out platforms, a team-based approach, electronic solutions, and best practices for recruitment. As healthcare has evolved with more collaborative, patient-centered, data-driven care, the engagement of potential research participants should similarly evolve.
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17
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Zhao Y, Guo Y, He X, Wu Y, Yang X, Prosperi M, Jin Y, Bian J. Assessing mental health signals among sexual and gender minorities using Twitter data. Health Informatics J 2019; 26:765-786. [PMID: 30969146 DOI: 10.1177/1460458219839621] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Sexual and gender minorities face extreme challenges that breed stigma with alarming consequences damaging their mental health. Nevertheless, sexual and gender minority people and their mental health needs remain little understood. Because of stigma, sexual and gender minorities are often unwilling to self-identify themselves as sexual and gender minorities when asked. However, social media have become popular platforms for health-related researches. We first explored methods to find sexual and gender minorities through their self-identifying tweets, and further classified them into 11 sexual and gender minority subgroups. We then analyzed mental health signals extracted from these sexual and gender minorities' Twitter timelines using a lexicon-based analysis method. We found that (1) sexual and gender minorities expressed more negative feelings, (2) the difference between sexual and gender minority and non-sexual and gender minority people is shrinking after 2015, (3) there are differences among sexual and gender minorities lived in different geographic regions, (4) sexual and gender minorities lived in states with sexual and gender minority-related protection laws and policies expressed more positive emotions, and (5) sexual and gender minorities expressed different levels of mental health signals across different sexual and gender minority subgroups.
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18
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Stephenson NL, Hetherington E, Dodd S, Mathews A, Tough S. Mitigation of Participant Loss to Follow-Up Using Facebook: All Our Families Longitudinal Pregnancy Cohort. J Med Internet Res 2019; 21:e10441. [PMID: 30767901 PMCID: PMC6396073 DOI: 10.2196/10441] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2018] [Revised: 08/21/2018] [Accepted: 11/25/2018] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Facebook, a popular social media site, allows users to communicate and exchange information. Social media sites can also be used as databases to search for individuals, including cohort participants. Retaining and tracking cohort participants are essential for the validity and generalizability of data in longitudinal research. Despite numerous strategies to minimize loss to follow-up, maintaining contact with participants is time-consuming and resource-intensive. Social media may provide alternative methods of contacting participants who consented to follow-up but could not be reached, and thus are potentially "lost to follow-up." OBJECTIVE The aim of this study was to determine if Facebook was a feasible method for identifying and contacting participants of a longitudinal pregnancy cohort who were lost to follow-up and re-engaging them without selection bias. METHODS This study used data from the All Our Families cohort. Of the 2827 mother-child dyads within the cohort, 237 participants were lost to follow-up. Participants were considered lost to follow-up if they had agreed to participate in additional research, completed at least one of the perinatal questionnaires, did not complete the 5-year postpartum questionnaire, and could not be contacted after numerous attempts via phone, email, or mail. Participants were considered to be matched to a Facebook profile if 2 or more characteristics matched information previously collected. Participants were sent both a friend request and a personal message through the study's Facebook page and were invited to verify their enrollment in the study. The authors deemed a friend request was necessary because of the reduced functionality of nonfriend direct messaging at the time. If the participant accepted the study's friend request, then a personalized message was sent. Participants were considered reconnected if they accepted the friend request or responded to any messages. Participants were considered re-engaged if they provided up-to-date contact information. RESULTS Compared with the overall cohort, participants who were lost to follow-up (n=237) were younger (P=.003), nonmarried (P=.02), had lower household income (P<.001), less education (P<.001), and self-identified as being part of an ethnic minority (P=.02). Of the 237 participants considered lost to follow-up, 47.7% (113/237) participants were identified using Facebook. Among the 113 identified participants, 77.0% (87/113) were contacted, 32.7% (37/113) were reconnected, and 17.7% (20/113) were re-engaged. No significant differences were found between those identified on Facebook (n=113) and those who were not able to be identified (n=124). CONCLUSIONS Facebook identified 47.6% (113/237) of participants who were considered lost to follow-up, and the social media site may be a practical tool for reconnecting with participants. The results from this study demonstrate that social networking sites, such as Facebook, could be included in the development of retention practices and can be implemented at any point in cohort follow-up.
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Affiliation(s)
- Nikki Lee Stephenson
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Erin Hetherington
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Shawn Dodd
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Alexander Mathews
- O'Brien Centre for the Bachelor of Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Suzanne Tough
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
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Zhao Y, Guo Y, He X, Huo J, Wu Y, Yang X, Bian J. Assessing Mental Health Signals among Sexual and Gender Minorities using Twitter Data. 2018 IEEE INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS WORKSHOPS : PROCEEDINGS : 4-7 JUNE 2018, NEW YORK, NY. INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS (6TH : 2018 : NEW YORK, N.Y.). WORKSHOPS 2018; 2018:51-52. [PMID: 31456873 DOI: 10.1109/ichi-w.2018.00015] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Sexual and gender minorities' (SGMs) mental health needs remain little understood. Because of stigma and discrimination, SGMs are often unwilling to self-identify and reluctant to participate in traditional surveys. On the other hand, social media platforms have brought rapid changes to the health communication landscape and provided us a new data source for health surveillance of vulnerable populations. In this study, we explored machine learning methods to identify SGM individuals through finding their self-identifying tweets; then, applied a lexicon-based text analysis method to extract emotion and mental health signals from SGMs' Twitter timelines. We found that 1) SGM people have expressed more negative feelings in their tweets, and 2) within SGM populations, gay and genderfluid individuals tend to use more words related to negative emotions, anger, anxiety, and sadness in their tweets.
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Affiliation(s)
- Yunpeng Zhao
- Department of Health Outcomes and Biomedical Informatics
| | - Yi Guo
- Department of Health Outcomes and Biomedical Informatics
| | - Xing He
- Department of Health Outcomes and Biomedical Informatics
| | - Jinhai Huo
- Department of Health Services Research, Management and Policy, University of Florida, Gainesville, Florida, USA
| | - Yonghui Wu
- Department of Health Outcomes and Biomedical Informatics
| | - Xi Yang
- Department of Health Outcomes and Biomedical Informatics
| | - Jiang Bian
- Department of Health Outcomes and Biomedical Informatics
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An Electronic Questionnaire for Liver Assessment in Congenital Disorders of Glycosylation (LeQCDG): A Patient-Centered Study. JIMD Rep 2018; 44:55-64. [PMID: 30008170 DOI: 10.1007/8904_2018_121] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2018] [Revised: 06/07/2018] [Accepted: 06/13/2018] [Indexed: 12/12/2022] Open
Abstract
Congenital disorders of glycosylation (CDG) are ultra-rare diseases showing a great phenotypic diversity ranging from mono- to multi-organ/multisystem involvement. Liver involvement, mostly nonprogressive, is often reported in CDG patients. The main objectives of this work were (1) to better understand liver involvement in CDG patients through a liver electronic questionnaire targeting CDG families (LeQCDG) and (2) to compare responses from LeQCDG participants with literature review regarding the prevalence of liver disease and the occurrence of liver symptoms in CDG patients. The network of patient advocacy groups, families and professionals (CDG & Allies - PPAIN) developed the LeQCDG by adapting validated published questionnaires. The LeQCDG was approved by an ethics committee, and the recruitment of patients and caregivers proceeded through social media platforms. Participants were asked to report past or present liver-related symptoms (e.g. hepatomegaly, liver fibrosis and cirrhosis) and laboratory results (e.g. biochemical and/or radiological). From 11 December 2016 to 22 January 2017, 155 questionnaires were completed. Liver disease was present in 29.9% of CDG patients. Main symptoms reported included hepatomegaly, increased levels of serum transaminases, fibrosis, steatosis and cirrhosis. The data obtained in this online survey confirm findings from a recent literature review of 25 years of published evidence (r = 0.927, P = 0.02). Our questionnaire collected large amounts of meaningful, clinical and patient-oriented data in a short period of time without geographic limitations. Internet-based approaches are especially relevant in the context of ultra-rare diseases such as CDG.
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Bian J, Zhao Y, Salloum RG, Guo Y, Wang M, Prosperi M, Zhang H, Du X, Ramirez-Diaz LJ, He Z, Sun Y. Using Social Media Data to Understand the Impact of Promotional Information on Laypeople's Discussions: A Case Study of Lynch Syndrome. J Med Internet Res 2017; 19:e414. [PMID: 29237586 PMCID: PMC5745354 DOI: 10.2196/jmir.9266] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Revised: 11/17/2017] [Accepted: 11/17/2017] [Indexed: 12/01/2022] Open
Abstract
Background Social media is being used by various stakeholders among pharmaceutical companies, government agencies, health care organizations, professionals, and news media as a way of engaging audiences to raise disease awareness and ultimately to improve public health. Nevertheless, it is unclear what effects this health information has on laypeople. Objective This study aimed to provide a detailed examination of how promotional health information related to Lynch syndrome impacts laypeople’s discussions on a social media platform (Twitter) in terms of topic awareness and attitudes. Methods We used topic modeling and sentiment analysis techniques on Lynch syndrome–related tweets to answer the following research questions (RQs): (1) what are the most discussed topics in Lynch syndrome–related tweets?; (2) how promotional Lynch syndrome–related information on Twitter affects laypeople’s discussions?; and (3) what impact do the Lynch syndrome awareness activities in the Colon Cancer Awareness Month and Lynch Syndrome Awareness Day have on laypeople’s discussions and their attitudes? In particular, we used a set of keywords to collect Lynch syndrome–related tweets from October 26, 2016 to August 11, 2017 (289 days) through the Twitter public search application programming interface (API). We experimented with two different classification methods to categorize tweets into the following three classes: (1) irrelevant, (2) promotional health information, and (3) laypeople’s discussions. We applied a topic modeling method to discover the themes in these Lynch syndrome–related tweets and conducted sentiment analysis on each layperson’s tweet to gauge the writer’s attitude (ie, positive, negative, and neutral) toward Lynch syndrome. The topic modeling and sentiment analysis results were elaborated to answer the three RQs. Results Of all tweets (N=16,667), 87.38% (14,564/16,667) were related to Lynch syndrome. Of the Lynch syndrome–related tweets, 81.43% (11,860/14,564) were classified as promotional and 18.57% (2704/14,564) were classified as laypeople’s discussions. The most discussed themes were treatment (n=4080) and genetic testing (n=3073). We found that the topic distributions in laypeople’s discussions were similar to the distributions in promotional Lynch syndrome–related information. Furthermore, most people had a positive attitude when discussing Lynch syndrome. The proportion of negative tweets was 3.51%. Within each topic, treatment (16.67%) and genetic testing (5.60%) had more negative tweets compared with other topics. When comparing monthly trends, laypeople’s discussions had a strong correlation with promotional Lynch syndrome–related information on awareness (r=.98, P<.001), while there were moderate correlations on screening (r=.602, P=.05), genetic testing (r=.624, P=.04), treatment (r=.69, P=.02), and risk (r=.66, P=.03). We also discovered that the Colon Cancer Awareness Month (March 2017) and the Lynch Syndrome Awareness Day (March 22, 2017) had significant positive impacts on laypeople’s discussions and their attitudes. Conclusions There is evidence that participative social media platforms, namely Twitter, offer unique opportunities to inform cancer communication surveillance and to explore the mechanisms by which these new communication media affect individual health behavior and population health.
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Affiliation(s)
- Jiang Bian
- Department of Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Yunpeng Zhao
- Department of Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Ramzi G Salloum
- Department of Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Yi Guo
- Department of Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Mo Wang
- Department of Management, Warrington College of Business, University of Florida, Gainesville, FL, United States
| | - Mattia Prosperi
- Department of Epidemiology, College of Public Health and Health Professions, University of Florida, Gainesville, FL, United States.,Department of Epidemiology, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Hansi Zhang
- Department of Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Xinsong Du
- Department of Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Laura J Ramirez-Diaz
- Department of Health Outcomes & Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Zhe He
- School of Information, Florida State University, Tallahassee, FL, United States
| | - Yuan Sun
- School of Business Administration, Zhejiang Gongshang University, Hangzhou, Zhejiang, China
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