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1.
Am J Hum Genet ; 111(10): 2094-2106, 2024 Oct 03.
Artigo em Inglês | MEDLINE | ID: mdl-39288765

RESUMO

Efforts to implement and evaluate genome sequencing (GS) as a screening tool for newborns and infants are expanding worldwide. The first iteration of the BabySeq Project (2015-2019), a randomized controlled trial of newborn sequencing, produced novel evidence on medical, behavioral, and economic outcomes. The second iteration of BabySeq, which began participant recruitment in January 2023, examines GS outcomes in a larger, more diverse cohort of more than 500 infants up to one year of age recruited from pediatric clinics at several sites across the United States. The trial aims for families who self-identify as Black/African American or Hispanic/Latino to make up more than 50% of final enrollment, and key aspects of the trial design were co-developed with a community advisory board. All enrolled families receive genetic counseling and a family history report. Half of enrolled infants are randomized to receive GS with comprehensive interpretation of pathogenic and likely pathogenic variants in more than 4,300 genes associated with childhood-onset and actionable adult-onset conditions, as well as larger-scale chromosomal copy number variants classified as pathogenic or likely pathogenic. GS result reports include variants associated with disease (Mendelian disease risks) and carrier status of autosomal-recessive and X-linked disorders. Investigators evaluate the utility and impacts of implementing a GS screening program in a diverse cohort of infants using medical record review and longitudinal parent surveys. In this perspective, we describe the rationale for the second iteration of the BabySeq Project, the outcomes being assessed, and the key decisions collaboratively made by the study team and community advisory board.


Assuntos
Sequenciamento Completo do Genoma , Humanos , Lactente , Recém-Nascido , Masculino , Feminino , Testes Genéticos/métodos , Estudos de Coortes , Aconselhamento Genético , Triagem Neonatal , Genoma Humano
2.
Ann Neurol ; 2024 Sep 25.
Artigo em Inglês | MEDLINE | ID: mdl-39319594

RESUMO

Genetic testing of patients with neurodevelopmental disabilities (NDDs) is critical for diagnosis, medical management, and access to precision therapies. Because genetic testing approaches evolve rapidly, professional society practice guidelines serve an essential role in guiding clinical care; however, several challenges exist regarding the creation and equitable implementation of these guidelines. In this scoping review, we assessed the current state of United States professional societies' guidelines pertaining to genetic testing for unexplained global developmental delay, intellectual disability, autism spectrum disorder, and cerebral palsy. We describe several identified shortcomings and argue the need for a unified, frequently updated, and easily-accessible cross-specialty society guideline. ANN NEUROL 2024.

3.
Am J Hum Genet ; 108(11): 2027-2036, 2021 11 04.
Artigo em Inglês | MEDLINE | ID: mdl-34687653

RESUMO

Prior to integration into clinical care, a novel medical innovation is typically assessed in terms of its balance of benefits and risks, often referred to as utility. Members of multidisciplinary research teams may conceptualize and assess utility in different ways, which has implications within the translational genomics community and for the evidence base upon which clinical guidelines groups and healthcare payers make decisions. Ambiguity in the conceptualization of utility in translational genomics research can lead to communication challenges within research teams and to study designs that do not meet stakeholder needs. We seek to address the ambiguity challenge by describing the conceptual understanding of utility and use of the term by scholars in the fields of philosophy, medicine, and the social sciences of decision psychology and health economics. We illustrate applications of each field's orientation to translational genomics research by using examples from the Clinical Sequencing Evidence-Generating Research (CSER) consortium, and we provide recommendations for increasing clarity and cohesion in future research. Given that different understandings of utility will align to a greater or lesser degree with important stakeholders' views, more precise use of the term can help researchers to better integrate multidisciplinary investigations and communicate with stakeholders.


Assuntos
Formação de Conceito , Genômica , Pesquisa Translacional Biomédica , Humanos
4.
Genet Med ; 26(8): 101146, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38676451

RESUMO

PURPOSE: Measuring the effects of genomic sequencing (GS) on patients and families is critical for translational research. We aimed to develop and validate an instrument to assess parents' perceived utility of pediatric diagnostic GS. METHODS: Informed by a 5-domain conceptual model, the study comprised 5 steps: (1) item writing, (2) cognitive testing, (3) pilot testing and item reduction, (4) psychometric testing, and (5) evaluation of construct validity. Parents of pediatric patients who had received results of clinically indicated GS participated in structured cognitive interviews and 2 rounds of surveys. After eliminating items based on theory and quantitative performance, we conducted an exploratory factor analysis and calculated Pearson correlations with related instruments. RESULTS: We derived the 21-item Pediatric Diagnostic version of the GENEtic Utility (GENE-U) scale, which has a 2-factor structure that includes an Informational Utility subscale (16 items, α = 0.91) and an Emotional Utility subscale (5 items, α = 0.71). Scores can be summed to calculate a Total scale score (α = 0.87). The Informational Utility subscale was strongly associated with empowerment and personal utility of GS, and the Emotional Utility subscale was moderately associated with psychosocial impact and depression and anxiety. CONCLUSION: The pediatric diagnostic GENE-U scale demonstrated good psychometric performance in this initial evaluation and could be a useful tool for translational genomics researchers, warranting additional validation.


Assuntos
Testes Genéticos , Pais , Psicometria , Humanos , Feminino , Masculino , Criança , Psicometria/métodos , Testes Genéticos/métodos , Pais/psicologia , Inquéritos e Questionários , Adolescente , Genômica/métodos , Pré-Escolar , Adulto
5.
Genet Med ; 26(10): 101200, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-38943480

RESUMO

PURPOSE: Elective genomic testing (EGT) is increasingly available clinically. Limited real-world evidence exists about attitudes and knowledge of EGT recipients. METHODS: After web-based education, patients who enrolled in an EGT program at a rural nonprofit health care system completed a survey that assessed attitudes, knowledge, and risk perceptions. RESULTS: From August 2020 to April 2022, 5920 patients completed the survey and received testing. Patients most frequently cited interest in learning their personal disease risks as their primary motivation. Patients most often expected results to guide medication management (74.0%), prevent future disease (70.4%), and provide information about risks to offspring (65.4%). Patients were "very concerned" most frequently about the privacy of genetic information (19.8%) and how well testing predicted disease risks (18.0%). On average, patients answered 6.7 of 11 knowledge items correctly (61.3%). They more often rated their risks for colon and breast cancers as lower rather than higher than the average person but more often rated their risk for a heart attack as higher rather than lower than the average person (all P < .001). CONCLUSION: Patients pursued EGT because of the utility expectations but often misunderstood the test's capabilities.


Assuntos
Testes Genéticos , Conhecimentos, Atitudes e Prática em Saúde , Humanos , Feminino , Masculino , Adulto , Pessoa de Meia-Idade , Inquéritos e Questionários , Idoso , Genômica/métodos , Predisposição Genética para Doença
6.
Genet Med ; 26(11): 101240, 2024 Aug 10.
Artigo em Inglês | MEDLINE | ID: mdl-39140259

RESUMO

PURPOSE: As population-based screening programs to identify genetic conditions in adults using genomic sequencing (GS) are increasingly available, validated patient-centered outcome measures are needed to understand participants' experience. We aimed to develop and validate an instrument to assess the perceived utility of GS in the context of adult screening. METHODS: Informed by a 5-domain conceptual model, we used a 5-step approach to instrument development and validation: (1) item writing, (2) cognitive testing, (3) pilot testing and item reduction, (4) psychometric testing, and (5) evaluation of construct validity. Adults undergoing risk-based or population-based GS who had received GS results as part of ongoing research studies participated in structured cognitive interviews and 2 rounds of surveys. After item pool refinement, we conducted an exploratory factor analysis and calculated Pearson correlations with related instruments. RESULTS: We derived the 18-item Adult Screening version of the GENEtic Utility scale (total sum score α = .87). Mirroring the Pediatric Diagnostic version, the instrument has a 2-factor structure, including an Informational Utility subscale (14 items, α = .89) and an Emotional Utility subscale (4 items, α = .75). The Informational Utility subscale was strongly associated with empowerment and personal utility of GS. Correlations of the Emotional Utility subscale with psychosocial impact and anxiety and depression were weak to moderate. CONCLUSION: Initial psychometric testing of the Adult Screening GENEtic Utility scale demonstrates its promise, and additional validation in translational genomics research is warranted.

7.
Qual Life Res ; 33(6): 1541-1553, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38472717

RESUMO

PURPOSE: Measuring health-related quality of life (HRQoL) of children with suspected genetic conditions is important for understanding the effect of interventions such as genomic sequencing (GS). The Pediatric Quality of Life Inventory (PedsQL) is a widely used generic measure of HRQoL in pediatric patients, but its psychometric properties have not yet been evaluated in children undergoing diagnostic GS. METHODS: In this cross-sectional study, we surveyed caregivers at the time of their child's enrollment into GS research studies as part of the Clinical Sequencing Evidence Generating Research (CSER) consortium. To evaluate structural validity of the PedsQL 4.0 Generic Core Scales and PedsQL Infant Scales parent proxy-report versions, we performed a confirmatory factor analysis of the hypothesized factor structure. To evaluate convergent validity, we examined correlations between caregivers' reports of their child's health, assessed using the EQ VAS, and PedsQL scores by child age. We conducted linear regression analyses to examine whether age moderated the association between caregiver-reported child health and PedsQL scores. We assessed reliability using Cronbach's alpha. RESULTS: We analyzed data for 766 patients across all PedsQL age group versions (1-12 months through 13-18 years). Model fit failed to meet criteria for good fit, even after modification. Neither age group (categorical) nor age (continuous) significantly moderated associations between PedsQL scores and caregiver-reported child health. Cronbach's alphas indicated satisfactory internal consistency for most PedsQL scales. CONCLUSION: The PedsQL Generic Core Scales and Infant Scales may be appropriate to measure HRQoL in pediatric patients with suspected genetic conditions across a wide age range. While we found evidence of acceptable internal consistency and preliminary convergent validity in this sample, there were some potential problems with structural validity and reliability that require further attention.


Assuntos
Psicometria , Qualidade de Vida , Humanos , Criança , Feminino , Masculino , Estudos Transversais , Pré-Escolar , Adolescente , Inquéritos e Questionários/normas , Lactente , Reprodutibilidade dos Testes , Procurador/psicologia , Cuidadores/psicologia , Pais/psicologia , Análise Fatorial , Nível de Saúde
8.
Genet Med ; 25(5): 100818, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-36852743

RESUMO

PURPOSE: Cascade testing, the process of testing a proband's at-risk relatives, is integral to realizing the full value of genomic sequencing. However, there is little empirical evidence on the uptake of cascade testing after a positive exome sequencing (ES) result in a population of probands with diverse clinical indications. METHODS: We retrospectively reviewed administrative data from 2 US clinical laboratories that perform ES. For each proband with a positive ES result, we used linked family data to describe the frequency of relatives' cascade testing performed at the same laboratory, variant detection yield of cascade tests, and characteristics of probands and relatives categorized on the basis of cascade testing completion. RESULTS: Among the 3723 positive ES results across both laboratories, 426 relatives of 282 probands completed cascade testing (uptake = 7.6%). An average of 1.5 relatives (SD = 0.9) were tested per proband. Of the 426 relatives tested, 200 had a variant of interest detected (variant detection yield = 47.0%). CONCLUSION: In our real-world data analysis, a small proportion of probands with a positive ES result subsequently had relatives complete cascade testing at the same laboratory. However, approximately half of the tested relatives received a clinically significant result that could have implications for clinical management or reproductive planning. Additional research on ways to increase cascade testing uptake is warranted.


Assuntos
Testes Genéticos , Laboratórios , Humanos , Testes Genéticos/métodos , Estudos Retrospectivos , Sequenciamento do Exoma , Família
9.
Genet Med ; 25(3): 100350, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36547467

RESUMO

PURPOSE: Little is known about how Medicaid coverage policies affect access to genetic tests for pediatric patients. Building upon and extending a previous analysis of prior authorization requests (PARs), we describe expected coverage of genetic tests submitted to Texas Medicaid and the PAR and diagnostic outcomes of those tests. METHODS: We retrospectively reviewed genetic tests ordered at 3 pediatric outpatient genetics clinics in Texas. We compared Current Procedural Terminology (CPT) codes with the Texas Medicaid fee-for-service schedule (FFSS) to determine whether tests were expected to be covered by Medicaid. We assessed completion and diagnostic yield of commonly ordered tests. RESULTS: Among the 3388 total tests submitted to Texas Medicaid, 68.9% (n = 2336) used at least 1 CPT code that was not on the FFSS and 80.7% (n = 2735) received a favorable PAR outcome. Of the tests with a CPT code not on the FFSS, 60.0% (n = 1400) received a favorable PAR outcome and were completed and 20.5% (n = 287) were diagnostic. The diagnostic yield of all tests with a favorable PAR outcome that were completed was 18.7% (n = 380/2029). CONCLUSION: Most PARs submitted to Texas Medicaid used a CPT code for which reimbursement from Texas Medicaid was not guaranteed. The frequency with which clinically indicated genetic tests were not listed on the Texas Medicaid FFSS suggests misalignment between genetic testing needs and coverage policies. Our findings can inform updates to Medicaid policies to reduce coverage uncertainty and expand access to genetic tests with high diagnostic utility.


Assuntos
Medicaid , Pacientes Ambulatoriais , Humanos , Criança , Estados Unidos , Texas , Estudos Retrospectivos , Testes Genéticos
10.
J Pediatr ; 262: 113612, 2023 11.
Artigo em Inglês | MEDLINE | ID: mdl-37468037

RESUMO

There are approximately 400 000 children in foster care in the US, approximately one-half of whom have chronic health problems and approximately 10% of whom have complex healthcare needs. Given the increasing relevance of genomic sequencing to guide clinical care for children with rare, chronic, and undiagnosed conditions, it may be an important component of diagnostic evaluation for children in foster care. Clinically indicated genomic sequencing may provide information that has health implications for children in foster care, as well as for their biological parents and other relatives. Whether and how genomic sequencing results impact legal decision making and family court outcomes is not yet well-understood. We describe scenarios that highlight legal, ethical, and policy issues surrounding genomic sequencing for children in foster care using 3 cases adapted from real-world events. Together, these cases highlight important yet underexplored issues that arise when genomic information has legal relevance in family court and ethical implications for child and family well-being. As genomic sequencing becomes more routine for the general pediatric population, additional research is needed to better understand its impacts on children and other stakeholders within the foster care system.


Assuntos
Cuidados no Lar de Adoção , Pais , Criança , Humanos , Genômica
11.
Genet Med ; 24(1): 238-244, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34906461

RESUMO

PURPOSE: There is limited payer coverage for genome sequencing (GS) relative to exome sequencing (ES) in the U.S. Our objective was to assess payers' considerations for coverage of GS versus coverage of ES and requirements payers have for coverage of GS. The study was conducted by the NIH-funded Clinical Sequencing Evidence-Generating Research Consortium (CSER). METHODS: We conducted semi-structured interviews with representatives of private payer organizations (payers, N = 12) on considerations and evidentiary and other needs for coverage of GS and ES. Data were analyzed using thematic analysis. RESULTS: We described four categories of findings and solutions: demonstrated merits of GS versus ES, enhanced methods for evidence generation, consistent laboratory processes/sequencing methods, and enhanced implementation/care delivery. Payers see advantages to GS vs. ES and are open to broader GS coverage but need more proof of these advantages to consider them in coverage decision-making. Next steps include establishing evidence of benefits in specific clinical scenarios, developing quality standards, ensuring transparency of laboratory methods, developing clinical centers of excellence, and incorporating the role of genetic professionals. CONCLUSION: By comparing coverage considerations for GS and ES, we identified a path forward for coverage of GS. Future research should explicitly address payers' conditions for coverage.


Assuntos
Exoma , Cobertura do Seguro , Sequência de Bases , Mapeamento Cromossômico , Exoma/genética , Humanos , Sequenciamento do Exoma
12.
Genet Med ; 24(10): 2014-2027, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-35833928

RESUMO

PURPOSE: Methodological challenges have limited economic evaluations of genome sequencing (GS) and exome sequencing (ES). Our objective was to develop conceptual frameworks for model-based cost-effectiveness analyses (CEAs) of diagnostic GS/ES. METHODS: We conducted a scoping review of economic analyses to develop and iterate with experts a set of conceptual CEA frameworks for GS/ES for prenatal testing, early diagnosis in pediatrics, diagnosis of delayed-onset disorders in pediatrics, genetic testing in cancer, screening of newborns, and general population screening. RESULTS: Reflecting on 57 studies meeting inclusion criteria, we recommend the following considerations for each clinical scenario. For prenatal testing, performing comparative analyses of costs of ES strategies and postpartum care, as well as genetic diagnoses and pregnancy outcomes. For early diagnosis in pediatrics, modeling quality-adjusted life years (QALYs) and costs over ≥20 years for rapid turnaround GS/ES. For hereditary cancer syndrome testing, modeling cumulative costs and QALYs for the individual tested and first/second/third-degree relatives. For tumor profiling, not restricting to treatment uptake or response and including QALYs and costs of downstream outcomes. For screening, modeling lifetime costs and QALYs and considering consequences of low penetrance and GS/ES reanalysis. CONCLUSION: Our frameworks can guide the design of model-based CEAs and ultimately foster robust evidence for the economic value of GS/ES.


Assuntos
Exoma , Testes Genéticos , Criança , Análise Custo-Benefício , Exoma/genética , Feminino , Testes Genéticos/métodos , Humanos , Recém-Nascido , Gravidez , Anos de Vida Ajustados por Qualidade de Vida , Sequenciamento do Exoma/métodos
13.
Health Promot Pract ; 23(5): 739-742, 2022 09.
Artigo em Inglês | MEDLINE | ID: mdl-34416842

RESUMO

Leading medical and public health societies endorse comprehensive sex education, but only 20 states and Washington, D.C., currently require information about contraception when sex education is taught, and even fewer require the inclusion of topics such as gender diversity or consent. At the same time, social media use, especially the video-sharing app TikTok, is increasing among teens. TikTok, therefore, offers a novel opportunity to make up for shortcomings in sex education and convey sexual health information to adolescents. To describe the availability and content of sexual education on TikTok, we conducted a content analysis of themes for 100 sex education-focused videos. We found that female anatomy was the most frequently addressed topic. Sexual pleasure was the second most common theme, within which discussions of the female orgasm and arousal constituted the most common subtheme. Other common themes include contraception and sexual health. These sought-after topics may be incongruent with those presented in standard school- or home-based sex education or interactions with health care providers, and this disconnect suggests opportunities for health care providers and educators to initiate conversations or offer resources on these themes as part of routine interaction. We conclude with recommendations for future research to consider the factual accuracy of sex education on TikTok and determine how exposure to this content affects adolescents' understanding of the risks and benefits of intercourse, sexual practices, age- and gender-based sexual norms, and other health behaviors.


Assuntos
Saúde Sexual , Mídias Sociais , Adolescente , Anticoncepção , Feminino , Humanos , Educação Sexual , Comportamento Sexual
14.
Genet Med ; 23(5): 950-955, 2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-33473204

RESUMO

PURPOSE: Genetic testing is an important diagnostic tool in pediatric genetics clinics, yet many patients face barriers to testing. We describe the outcomes of prior authorization requests (PARs) for genetic tests, one indicator of patient access to clinically recommended testing, in pediatric genetics clinics. METHODS: We retrospectively reviewed PARs for genetic tests (n = 4,535) recommended for patients <18 years of age (n = 2,798) by pediatric medical geneticists at two children's hospitals in Texas, 2017-2018. We described PAR outcomes, accompanying diagnostic codes, and diagnostic yield. RESULTS: The majority (79.9%) of PARs received a favorable outcome. PARs submitted to public payers were more likely to receive a favorable outcome compared with private payers (85.5% vs. 70.3%, respectively; p < 0.001). No diagnostic codes were associated with higher likelihood of PAR approval for exome sequencing. Among the 2,685 tests approved and completed, 522 (19.4%) resulted in a diagnosis. CONCLUSION: Though there was a high PAR approval rate, our findings suggest that insurance coverage remains one barrier to genetic testing. When completed, genetic testing had a high yield in our sample. Further evidence of clinical utility and development of clinical practice guidelines may inform payer medical policy development and improve access to testing in the future.


Assuntos
Pacientes Ambulatoriais , Autorização Prévia , Criança , Testes Genéticos , Humanos , Estudos Retrospectivos , Texas
15.
Genet Med ; 22(8): 1303-1310, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32336750

RESUMO

PURPOSE: As exome sequencing (ES) is increasingly used as a diagnostic tool, we aimed to compare ES with status quo genetic diagnostic workup for infants with suspected genetic disorders in terms of identifying diagnoses, survival, and cost of care. METHODS: We studied newborns and infants admitted to intensive care with a suspected genetic etiology within the first year of life at a US quaternary-referral children's hospital over 5 years. In this propensity-matched cohort study using electronic medical record data, we compared patients who received ES as part of a diagnostic workup (ES cohort, n = 368) with clinically similar patients who did not receive ES (No-ES cohort, n = 368). RESULTS: Diagnostic yield (27.4% ES, 25.8% No-ES; p = 0.62) and 1-year survival (80.2% ES, 84.8% No-ES; p = 0.10) were no different between cohorts. ES cohort patients had higher cost of admission, diagnostic investigation, and genetic testing (all p < 0.01). CONCLUSION: ES did not differ from status quo genetic testing collectively in terms of diagnostic yield or patient survival; however, it had high yield as a single test, led to complementary classes of diagnoses, and was associated with higher costs. Further work is needed to define the most efficient use of diagnostic ES for critically ill newborns and infants.


Assuntos
Estado Terminal , Exoma , Estudos de Coortes , Exoma/genética , Testes Genéticos , Humanos , Lactente , Recém-Nascido
16.
Genet Med ; 21(1): 3-16, 2019 01.
Artigo em Inglês | MEDLINE | ID: mdl-29760485

RESUMO

PURPOSE: Availability of clinical genomic sequencing (CGS) has generated questions about the value of genome and exome sequencing as a diagnostic tool. Analysis of reported CGS application can inform uptake and direct further research. This scoping literature review aims to synthesize evidence on the clinical and economic impact of CGS. METHODS: PubMed, Embase, and Cochrane were searched for peer-reviewed articles published between 2009 and 2017 on diagnostic CGS for infant and pediatric patients. Articles were classified according to sample size and whether economic evaluation was a primary research objective. Data on patient characteristics, clinical setting, and outcomes were extracted and narratively synthesized. RESULTS: Of 171 included articles, 131 were case reports, 40 were aggregate analyses, and 4 had a primary economic evaluation aim. Diagnostic yield was the only consistently reported outcome. Median diagnostic yield in aggregate analyses was 33.2% but varied by broad clinical categories and test type. CONCLUSION: Reported CGS use has rapidly increased and spans diverse clinical settings and patient phenotypes. Economic evaluations support the cost-saving potential of diagnostic CGS. Multidisciplinary implementation research, including more robust outcome measurement and economic evaluation, is needed to demonstrate clinical utility and cost-effectiveness of CGS.


Assuntos
Sequenciamento do Exoma/tendências , Doenças Genéticas Inatas/genética , Genoma Humano/genética , Sequenciamento Completo do Genoma/tendências , Análise Custo-Benefício , Exoma/genética , Doenças Genéticas Inatas/diagnóstico , Humanos , Pediatria/tendências , Sequenciamento do Exoma/economia , Sequenciamento Completo do Genoma/economia
19.
medRxiv ; 2024 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-39006444

RESUMO

Background and Objectives: Many genetic conditions present in the neonatal intensive care unit (NICU), where a diagnostic evaluation is pursued. However, understanding of the impact of a genetic diagnosis on clinical outcomes and health-related quality of life for these infants remains incomplete. We therefore evaluated parent-reported outcomes complemented by clinical outcomes measures over one year for a cohort of infants in the NICU undergoing genetic evaluation. Methods: Prospective cohort study evaluating outcomes after genetics consultation in a level IV NICU via parent-report and electronic medical records (EMR) review. Eligible infants were genetically undiagnosed at enrollment. Parent surveys were administered at baseline and three, six-, and 12-months following enrollment and assessed genetic testing utility as well as parent-reported infant health-related quality of life using the Infant Toddler Quality of Life Questionnaire. Results: 110 infant-parent pairs were enrolled. Infants had a median age at enrollment of 15 days (interquartile range 8-37.75). At baseline, 74% (81/110) of parents endorsed high importance of finding a genetic diagnosis, but perceived importance significantly decreased over time. Over the study period, 38 infants received a molecular diagnosis per parent report, though this was discordant with EMR review. Identification of a diagnosis did not significantly impact health-related quality of life across most domains, which was lower overall than population norms. Conclusions: A genetic diagnosis is highly desired by parents in the NICU, though waning interest over time for undiagnosed families may reflect parental emotional adaptation and acceptance. Additional supports are needed to improve perceived quality of life.

20.
Res Sq ; 2024 Aug 29.
Artigo em Inglês | MEDLINE | ID: mdl-39257988

RESUMO

Background: The growing demand for genomic testing and limited access to experts necessitate innovative service models. While chatbots have shown promise in supporting genomic services like pre-test counseling, their use in returning positive genetic results, especially using the more recent large language models (LLMs) remains unexplored. Objective: This study reports the prompt engineering process and intrinsic evaluation of the LLM component of a chatbot designed to support returning positive population-wide genomic screening results. Methods: We used a three-step prompt engineering process, including Retrieval-Augmented Generation (RAG) and few-shot techniques to develop an open-response chatbot. This was then evaluated using two hypothetical scenarios, with experts rating its performance using a 5-point Likert scale across eight criteria: tone, clarity, program accuracy, domain accuracy, robustness, efficiency, boundaries, and usability. Results: The chatbot achieved an overall score of 3.88 out of 5 across all criteria and scenarios. The highest ratings were in Tone (4.25), Usability (4.25), and Boundary management (4.0), followed by Efficiency (3.88), Clarity and Robustness (3.81), and Domain Accuracy (3.63). The lowest-rated criterion was Program Accuracy, which scored 3.25. Discussion: The LLM handled open-ended queries and maintained boundaries, while the lower Program Accuracy rating indicates areas for improvement. Future work will focus on refining prompts, expanding evaluations, and exploring optimal hybrid chatbot designs that integrate LLM components with rule-based chatbot components to enhance genomic service delivery.

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