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1.
Transl Psychiatry ; 14(1): 150, 2024 Mar 18.
Artigo em Inglês | MEDLINE | ID: mdl-38499546

RESUMO

There is an emerging potential for digital assessment of depression. In this study, Chinese patients with major depressive disorder (MDD) and controls underwent a week of multimodal measurement including actigraphy and app-based measures (D-MOMO) to record rest-activity, facial expression, voice, and mood states. Seven machine-learning models (Random Forest [RF], Logistic regression [LR], Support vector machine [SVM], K-Nearest Neighbors [KNN], Decision tree [DT], Naive Bayes [NB], and Artificial Neural Networks [ANN]) with leave-one-out cross-validation were applied to detect lifetime diagnosis of MDD and non-remission status. Eighty MDD subjects and 76 age- and sex-matched controls completed the actigraphy, while 61 MDD subjects and 47 controls completed the app-based assessment. MDD subjects had lower mobile time (P = 0.006), later sleep midpoint (P = 0.047) and Acrophase (P = 0.024) than controls. For app measurement, MDD subjects had more frequent brow lowering (P = 0.023), less lip corner pulling (P = 0.007), higher pause variability (P = 0.046), more frequent self-reference (P = 0.024) and negative emotion words (P = 0.002), lower articulation rate (P < 0.001) and happiness level (P < 0.001) than controls. With the fusion of all digital modalities, the predictive performance (F1-score) of ANN for a lifetime diagnosis of MDD was 0.81 and 0.70 for non-remission status when combined with the HADS-D item score, respectively. Multimodal digital measurement is a feasible diagnostic tool for depression in Chinese. A combination of multimodal measurement and machine-learning approach has enhanced the performance of digital markers in phenotyping and diagnosis of MDD.


Assuntos
Transtorno Depressivo Maior , Aplicativos Móveis , Humanos , Transtorno Depressivo Maior/diagnóstico , Teorema de Bayes , Actigrafia , Depressão/diagnóstico , Hong Kong
2.
J Med Internet Res ; 24(4): e32570, 2022 04 08.
Artigo em Inglês | MEDLINE | ID: mdl-35394440

RESUMO

BACKGROUND: The recent shift to video care has exacerbated disparities in health care access, especially among high-need, high-risk (HNHR) adults. Developing data-driven approaches to improve access to care necessitates a deeper understanding of HNHR adults' attitudes toward telemedicine and technology access. OBJECTIVE: This study aims to identify the willingness, access, and ability of HNHR veterans to use telemedicine for health care. METHODS: WWe designed a questionnaire conducted via mail or telephone or in person. Among HNHR veterans who were identified using predictive modeling with national Veterans Affairs data, we assessed willingness to use video visits for health care, access to necessary equipment, and comfort with using technology. We evaluated physical health, including frailty, physical function, performance of activities of daily living (ADL) and instrumental ADL (IADL); mental health; and social needs, including Area Deprivation Index, transportation, social support, and social isolation. RESULTS: The average age of the 602 HNHR veteran respondents was 70.6 (SD 9.2; range 39-100) years; 99.7% (600/602) of the respondents were male, 61% (367/602) were White, 36% (217/602) were African American, 17.3% (104/602) were Hispanic, 31.2% (188/602) held at least an associate degree, and 48.2% (290/602) were confident filling medical forms. Of the 602 respondents, 327 (54.3%) reported willingness for video visits, whereas 275 (45.7%) were unwilling. Willing veterans were younger (P<.001) and more likely to have an associate degree (P=.002), be health literate (P<.001), live in socioeconomically advantaged neighborhoods (P=.048), be independent in IADLs (P=.02), and be in better physical health (P=.04). A higher number of those willing were able to use the internet and email (P<.001). Of the willing veterans, 75.8% (248/327) had a video-capable device. Those with video-capable technology were younger (P=.004), had higher health literacy (P=.01), were less likely to be African American (P=.007), were more independent in ADLs (P=.005) and IADLs (P=.04), and were more adept at using the internet and email than those without the needed technology (P<.001). Age, confidence in filling forms, general health, and internet use were significantly associated with willingness to use video visits. CONCLUSIONS: Approximately half of the HNHR respondents were unwilling for video visits and a quarter of those willing lacked requisite technology. The gap between those willing and without requisite technology is greater among older, less health literate, African American veterans; those with worse physical health; and those living in more socioeconomically disadvantaged neighborhoods. Our study highlights that HNHR veterans have complex needs, which risk being exacerbated by the video care shift. Although technology holds vast potential to improve health care access, certain vulnerable populations are less likely to engage, or have access to, technology. Therefore, targeted interventions are needed to address this inequity, especially among HNHR older adults.


Assuntos
Telemedicina , Veteranos , Atividades Cotidianas , Adulto , Idoso , Idoso de 80 Anos ou mais , Estudos Transversais , Acessibilidade aos Serviços de Saúde , Humanos , Masculino , Pessoa de Meia-Idade , Veteranos/psicologia
3.
JAMA Netw Open ; 5(4): e225982, 2022 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-35380643

RESUMO

Importance: Strategies that enhance self-care of patients with heart failure reduce mortality and health care use. Objective: To examine whether an empowerment-based self-care education program was more effective and cost-effective to improve self-care, health status, and hospital service use than a didactic education program in patients with heart failure. Design, Setting, and Participants: In this double-blind randomized clinical trial, a consecutive sample of 988 patients with heart failure from the cardiac clinics of 2 regional hospitals underwent eligibility screening from February 1, 2017, to May 31, 2019, using the criteria of age of 55 years or older, heart failure diagnosed 6 months before screening, and New York Heart Association class II to IV. A total of 236 participants were randomized to the empowerment (n = 118) or education (n = 118) group. Interventions: The 12-week, group-based, empowerment-based education program included self-care assessment, goal-orientated actions in symptom recognition and response, fluid and dietary modification, and lifestyle management. Didactic education covered the same topics without empowerment strategies. Main Outcomes and Measures: The primary outcome was self-care measured by the Self-care Heart Failure Index (SCHFI) maintenance, management, and symptom perception subscales at posttest and 3-month end points. Secondary outcomes included measures of knowledge, confidence, health-related quality of life, and health service use. Direct, indirect, and social costs of the 2 programs were collected for cost-effectiveness analysis. Results: A total of 236 Chinese patients (mean [SD] age, 70 [8.0] years; 149 [63.1%] men) were included in the study. The empowerment group reported significantly greater improvement in SCHFI management scores (mean difference, 13.76; 95% CI, 5.89-21.62; Cohen d = 0.46 at posttest and Cohen d = 0.35 at 3 months) and symptom perception scores (mean difference, 20.36; 95% CI, 13.98-26.75; Cohen d = 0.84 at posttest and Cohen d = 0.61 at 3 months). The empowerment group had lower risks of emergency department attendance (incidence rate ratio, 0.55; 95% CI, 0.31-0.95; P = .03) and hospital admission (incidence rate ratio, 0.38; 95% CI, 0.21-0.68; P = .001) and better improved self-care knowledge (change in score [empowerment minus education], 1.29; 95% CI, 0.48-2.09) and confidence (change in score [empowerment minus education], 7.98; 95% CI, 1.91-14.05). Empowerment was cost-saving and cost-effective at T2 compared with the education group for quality-adjusted life-years, with an incremental cost-effectiveness ratio of -114 485. Conclusion and Relevance: In this randomized clinical trial, an empowerment approach led to clinically relevant improvement in symptom perception and self-care management among patients with heart failure. Its cost-effectiveness in improving these prognostic factors also benefits the patient-reported outcome. Trial Registration: Chinese Clinical Trial Registry: ChiCTR-IOR-16008254.


Assuntos
Insuficiência Cardíaca , Autocuidado , Idoso , Análise Custo-Benefício , Insuficiência Cardíaca/diagnóstico , Insuficiência Cardíaca/terapia , Humanos , Masculino , Pessoa de Meia-Idade , Medidas de Resultados Relatados pelo Paciente , Qualidade de Vida
4.
Cancer ; 128(5): 975-983, 2022 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-34724197

RESUMO

BACKGROUND: In response to the increased use of combination checkpoint inhibitors (CPIs) and the resulting increased cutaneous adverse events (CAEs), this study reviewed patients with melanoma treated with combination CPIs to characterize CAE features and their clinical impact, correlation to adverse events in other organs, and correlation to tumor response. METHODS: Patients from the authors' institutional database who received at least 1 dose of ipilimumab in combination with either nivolumab or pembrolizumab between January 1, 2012, and December 31, 2017, for stage IV or unresectable stage III melanoma were identified. The time to next treatment (TTNT) was calculated from the start of CPI therapy to the start of the next treatment or death, and the development of CAEs was tested in a time-dependent Cox regression to identify associations with TTNT. RESULTS: Eighty-one patients (52.3%) experienced a total of 92 CAEs, including eczematous dermatitis (25.0%), morbilliform eruption (22.8%), vitiligo (12.0%), and pruritus without rash (8.7%). The median times to the onset and resolution of CAEs were 21 days (range, 0-341 days) and 50 days (range, 1-352 days), respectively. Most CAEs resolved after patients entered the CPI maintenance phase and treatment with oral antihistamines with or without topical steroids. CPI discontinuation occurred in 4 patients (2.6%) because of CAEs, in 49 (31.6%) because of other immune-related adverse events, and in 20 (12.9%) because of melanoma progression or death. For patients definitively treated with CPIs (n = 134; 86.5%), TTNT was significantly longer with CAEs than without CAEs (hazard ratio, 0.567; 95% CI, 0.331-0.972; P = .039). CONCLUSIONS: CAEs were mostly reversible and rarely required therapy discontinuation. The development of CAEs was associated with a longer TTNT, and this suggested a possible clinical benefit.


Assuntos
Imunoterapia , Melanoma , Dermatopatias/induzido quimicamente , Neoplasias Cutâneas , Anticorpos Monoclonais Humanizados , Humanos , Imunoterapia/efeitos adversos , Incidência , Ipilimumab , Melanoma/patologia , Nivolumabe , Neoplasias Cutâneas/patologia
6.
Diabetes Care ; 43(8): 1750-1758, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32457057

RESUMO

OBJECTIVE: The relative effects of various cardiovascular diseases (CVDs) and varying severity of chronic kidney disease (CKD) on mortality risk, direct medical cost, and life expectancy in patients with diabetes are unclear. The aim of this study was to evaluate these associations. RESEARCH DESIGN AND METHODS: This was a retrospective cohort study that included 208,792 adults with diabetes stratified into 12 disease status groups with varying combinations of heart disease, stroke, moderate CKD (estimated glomerular filtration rate [eGFR] 30-59 mL/min/1.73 m2) and severe CKD (eGFR <30 mL/min/1.73 m2) in 2008-2010. The effect of risk of mortality, annual direct medical costs, and life expectancy were assessed using Cox regression, gamma generalized linear method with log-link function, and flexible parametric survival models. RESULTS: Over a median follow-up of 8.5 years (1.6 million patient-years), 50,154 deaths were recorded. Mortality risks for patients with only a single condition among heart disease, stroke, and moderate CKD were similar. The mortality risks were 1.75 times, 2.63 times, and 3.58 times greater for patients with one, two, and all three conditions (consisting of stroke, heart disease, and moderate CKD), compared with patients without these diseases, suggesting an independent and individually additive effect for any combination. A similar trend was observed in annual public health care costs with 2.91-, 3.90-, and 3.88-fold increased costs for patients with one, two, and three conditions, respectively. Increases in the number of conditions reduced life expectancy greatly, particularly in younger patients. Reduction in life expectancy for a 40-year-old with one, two, and three conditions was 20, 25, and 30 years for men and 25, 30, and 35 years, respectively, for women. A similar trend of greater magnitude was observed for severe CKD. CONCLUSIONS: The effects of heart diseases, stroke, CKD, and the combination of these conditions on all-cause mortality and direct medical costs are independent and cumulative. CKD, especially severe CKD, appears to have a particularly significant impact on life expectancy and direct medical costs in patients with diabetes. These findings support the importance of preventing both CVD and CKD in patients with diabetes.


Assuntos
Doenças Cardiovasculares , Diabetes Mellitus , Custos de Cuidados de Saúde , Expectativa de Vida , Insuficiência Renal Crônica , Idoso , Idoso de 80 Anos ou mais , Doenças Cardiovasculares/economia , Doenças Cardiovasculares/epidemiologia , Doenças Cardiovasculares/mortalidade , Estudos de Coortes , Complicações do Diabetes/economia , Complicações do Diabetes/epidemiologia , Complicações do Diabetes/mortalidade , Diabetes Mellitus/economia , Diabetes Mellitus/epidemiologia , Diabetes Mellitus/mortalidade , Feminino , Seguimentos , Custos de Cuidados de Saúde/estatística & dados numéricos , Custos de Cuidados de Saúde/tendências , Hong Kong/epidemiologia , Humanos , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Mortalidade , Insuficiência Renal Crônica/economia , Insuficiência Renal Crônica/epidemiologia , Insuficiência Renal Crônica/mortalidade , Estudos Retrospectivos , Fatores de Risco
7.
Public Health Nutr ; 21(17): 3129-3134, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-30282567

RESUMO

OBJECTIVE: China has the largest population of elderly citizens in the world, with 177 million adults aged 60 years or older. However, no national estimate of malnutrition in elderly Chinese adults exists. We estimated the prevalence and predictors of malnutrition in this population. DESIGN: Data from the second wave of the Chinese Health and Retirement Longitudinal Study (CHARLS) include interview and biomarker data for 6450 subjects aged 60 years or older from 448 different communities in twenty-eight provinces, allowing for nationally representative results. Malnutrition was identified based on the ESPEN (European Society of Parenteral and Enteral Nutrition and Metabolism) criteria. We used multivariable regression to investigate the predictors of malnutrition, including demographic factors, marital status, self-reported health status, self-reported standard of living, health insurance status and education. SETTING: China. SUBJECTS: Community-dwelling Chinese adults aged 60 years or older. RESULTS: The prevalence of malnutrition in elderly Chinese adults was 12·6 %. Malnutrition was most common among those who were older (OR=1·09; 95 % CI 1·07, 1·10), male (OR=1·41; 95 % CI 1·10, 1·79), lived in rural areas (v. urban: OR=0·75; 95 % CI 0·57, 1·00) or lacked health insurance (P<0·01). CONCLUSIONS: The burden of malnutrition on elderly Chinese adults is significant. Based on current population estimates, up to 20 million are malnourished. Malnutrition is strongly associated with demographic factors, shows a trend to association with health status and is not strongly associated with standard of living or education. A coordinated effort is needed to address malnutrition in this population.


Assuntos
Avaliação Geriátrica , Desnutrição/etiologia , Estado Nutricional , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , China/epidemiologia , Feminino , Nível de Saúde , Humanos , Vida Independente , Cobertura do Seguro , Estudos Longitudinais , Masculino , Desnutrição/epidemiologia , Pessoa de Meia-Idade , Razão de Chances , Prevalência , Aposentadoria , Fatores de Risco , População Rural , Autorrelato , Fatores Sexuais , Fatores Socioeconômicos
8.
Pediatrics ; 135(3): e635-43, 2015 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-25687152

RESUMO

OBJECTIVES: To evaluate the effectiveness of a multilevel and multimodal school-based education program. METHODS: A cluster randomized controlled trial with 14 secondary schools in Hong Kong and a total of 3713 students (intervention: 1545 vs control: 2168; 40.2% boys; mean age ± SD: 14.72 ± 1.53 years) were included in the final analysis. The intervention included a town hall seminar, small class workshops, a slogan competition, a brochure, and an educational Web site. Their parents and teachers were offered sleep education seminars. The control schools did not receive any sleep program. Data were collected before and 5 weeks after the intervention. RESULTS: The students in the intervention group had significantly improved sleep knowledge compared with the control group (mean difference: 3.64 [95% confidence interval (CI): 3.21 to 4.07]; Cohen's d = 0.51) as measured by using a sleep knowledge questionnaire. Weekday sleep duration was reduced in both groups, and the significant difference in weekday sleep duration was lost in the intention-to-treat analysis (mean difference: 0:01 [95% CI: -0:00 to 0:04]). In addition, the intervention group had a lower incidence of consuming caffeine-containing energy drinks (adjusted odds ratio: 0.46 [95% CI: 0.22 to 0.99]) and had better behavioral (mean difference: -0.56 [95% CI: -1.02 to -0.10]; Cohen's d = 0.13) and mental health (mean difference: -0.30 [95% CI: -0.15 to -0.46]; Cohen's d = 0.11) outcomes. CONCLUSIONS: A school-based sleep education program was effective in enhancing sleep knowledge and improving behavioral and mental health, but it had no significant impact on sleep duration or pattern among adolescents.


Assuntos
Promoção da Saúde/métodos , Saúde Mental , Avaliação de Programas e Projetos de Saúde , Serviços de Saúde Escolar , Sono , Estudantes , Adolescente , Criança , Feminino , Seguimentos , Hong Kong , Humanos , Masculino , Meio Social , Inquéritos e Questionários
9.
J Gen Intern Med ; 29(1): 41-9, 2014 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-23818159

RESUMO

BACKGROUND: Cancer screening rates are suboptimal for low-income patients. OBJECTIVE: To assess an intervention to increase cancer screening among patients in a safety-net primary care practice. DESIGN: Patients at an inner-city family practice who were overdue for cancer screening were randomized to intervention or usual care. Screening rates at 1 year were compared using the chi-square test, and multivariable analysis was performed to adjust for patient factors. SUBJECTS: All average-risk patients at an inner-city family practice overdue for mammography or colorectal cancer (CRC) screening. Patients' ages were 40 to 74 years (mean 53.9, SD 8.7) including 40.8 % African Americans, 4.2 % Latinos, 23.2 % with Medicaid and 10.9 % without any form of insurance. INTERVENTION: The 6-month intervention to promote cancer screening included letters, automated phone calls, prompts and a mailed Fecal Immunochemical Testing (FIT) Kit. MAIN MEASURES: Rates of cancer screening at 1 year. KEY RESULTS: Three hundred sixty-six patients overdue for screening were randomly assigned to intervention (n = 185) or usual care (n = 181). Primary analysis revealed significantly higher rates of cancer screening in intervention subjects: 29.7 % vs. 16.7 % for mammography (p = 0.034) and 37.7 % vs. 16.7 % for CRC screening (p = 0.0002). In the intervention group, 20 % of mammography screenings and 9.3 % of CRC screenings occurred at the early assessment, while the remainder occurred after repeated interventions. Within the CRC intervention group 44 % of screened patients used the mailed FIT kit. On multivariable analysis the CRC screening rates remained significantly higher in the intervention group, while the breast cancer screening rates were not statistically different. CONCLUSIONS: A multimodal intervention significantly increased CRC screening rates among patients in a safety-net primary care practice. These results suggest that relatively inexpensive letters and automated calls can be combined for a larger effect. Results also suggest that mailed screening kits may be a promising way to increase average-risk CRC screening.


Assuntos
Detecção Precoce de Câncer/estatística & dados numéricos , Atenção Primária à Saúde/organização & administração , Adulto , Idoso , Neoplasias da Mama/diagnóstico por imagem , Neoplasias Colorretais/diagnóstico , Correspondência como Assunto , Detecção Precoce de Câncer/métodos , Feminino , Promoção da Saúde/organização & administração , Disparidades em Assistência à Saúde , Humanos , Masculino , Mamografia/estatística & dados numéricos , Pessoa de Meia-Idade , New York , Aceitação pelo Paciente de Cuidados de Saúde/estatística & dados numéricos , Fatores Socioeconômicos , Telefone , Serviços Urbanos de Saúde/organização & administração
10.
Sleep Med ; 14(8): 734-8, 2013 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-23146747

RESUMO

Rapid eye movement (REM) sleep behavior disorder (RBD) is characterized by an absence of normal skeletal muscle atonia during REM sleep and clinical features of disturbing dreams and dream enacting behaviors. Hence, the common sequelae are sleep-related injury and violence to both patients and bed-partners. Although polysomnographic evidence of REM sleep without atonia, is regarded as a gold standard for the confirmation of RBD diagnosis, polysomnography is both time and resource consuming. In order to facilitate early detection and clinical management, developing a convenient and suitable screening tool to identify individuals at risk of RBD would enable physicians to prioritize those who may require timely assessment and clinical intervention. In addition, the longitudinal course of RBD and its prognostic implication in predicting neurodegenerative disorders may suggest a potential therapeutic window for early preventive management of underlying progress of neurodegeneration. The availability of suitable RBD scales may facilitate timely assessment, accurate diagnosis and monitoring of disease progress of RBD. The present paper summarized recent research on the development of screening tools of RBD, their psychometric properties, and the applications of these questionnaires.


Assuntos
Doenças Neurodegenerativas/diagnóstico , Polissonografia/normas , Psicometria/normas , Transtorno do Comportamento do Sono REM/diagnóstico , Inquéritos e Questionários/normas , Progressão da Doença , Humanos , Doenças Neurodegenerativas/epidemiologia , Polissonografia/métodos , Prognóstico , Psicometria/métodos , Transtorno do Comportamento do Sono REM/epidemiologia , Padrões de Referência
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