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References from Development and temporal validation of a machine learning-based prediction model for long-term depressive symptoms in older adults with cardiovascular disease or hypertension. Local targets link to admitted publications; unresolved targets remain external evidence.
2025 Heart Disease and Stroke Statistics: a report of US and global data from the American Heart Association.
2025 · External reference
Cardiovascular disease, aging, and clonal hematopoiesis.
10.1146/annurev-pathmechdis-012419-032544 · 2020 · External reference
Epidemiology of cardiovascular disease in China: current features and implications.
10.1038/s41569-018-0119-4 · 2019 · External reference
The WHO Global report 2023 on hypertension warning the emerging hypertension burden in globe and its treatment strategy.
10.1038/s41440-024-01622-w · 2024 · External reference
Cardiovascular diseases and depression: a meta-analysis and Mendelian randomization analysis.
10.1038/s41380-025-03003-2 · 2025 · External reference
Association of depressive symptoms with incident cardiovascular diseases in middle-aged and older Chinese adults.
10.1001/jamanetworkopen.2019.16591 · 2019 · External reference
Association of cumulative blood pressure with progression of depressive symptoms and functional impairment among adults aged 50 years or older: 10-year follow-up of 2 longitudinal cohorts.
10.1093/gerona/glaf080 · 2025 · External reference
Frailty and depressive symptoms in relation to cardiovascular disease risk in middle-aged and older adults.
10.1038/s41467-025-61089-2 · 2025 · External reference
A fall risk prediction model based on the CHARLS database for older individuals in China.
10.1186/s12877-025-05814-y · 2025 · External reference
Construction and validation of a nomogram model for predicting cognitive impairment risk in patients with hypertension based on CHARLS data [in Chinese].
2025 · External reference
The product of fasting glucose and triglycerides as surrogate for identifying insulin resistance in apparently healthy subjects.
10.1089/met.2008.0034 · 2008 · External reference
Factorial validity of the Center for Epidemiologic Studies Depression Scale short form in older population in China.
10.1017/s1041610213001701 · 2014 · External reference
Factorial structure of a short version of the Center for Epidemiologic Studies Depression Scale.
10.1002/gps.1467 · 2006 · External reference
Relationship between cognitive performance and depressive symptoms in Chinese older adults: the China Health and Retirement Longitudinal Study (CHARLS).
10.1016/j.jad.2020.12.059 · 2021 · External reference
Major depression in individuals with chronic medical disorders: prevalence, correlates and association with health resource utilization, lost productivity and functional disability.
10.1016/j.genhosppsych.2007.06.002 · 2007 · External reference
Sotagliflozin attenuates cardiac dysfunction and depression-like behaviors in mice with myocardial infarction through the gut-heart-brain axis.
10.1016/j.nbd.2024.106598 · 2024 · External reference
Construction of a machine learning-based risk prediction model for depression in middle-aged and elderly hypertensive people in China: a longitudinal study.
10.3389/fpsyt.2024.1398596 · 2024 · External reference
A machine-learning-derived online screening tool for depressive symptoms in patients with cardiovascular and cerebrovascular diseases (CCVD): a cross-sectional study with temporal validation from CHARLS.
10.1186/s12872-025-05294-3 · 2025 · External reference
Construction of a machine learning-based risk prediction model for depression in middle-aged and elderly patients with cardiovascular metabolic diseases in China: a longitudinal study.
10.1186/s12889-025-23075-7 · 2025 · External reference
Association between multiple chronic conditions and depressive symptoms among older adults in China: evidence from the China Health and Retirement Longitudinal Study (CHARLS).
10.3389/ijph.2023.1605572 · 2023 · External reference
Sex differences in the association between depression and incident cardiovascular disease.
10.1016/j.jacasi.2023.11.015 · 2024 · External reference
Association of education level and depression with cognitive decline: findings from the examining cognitive health outcomes in heart failure study.
10.3389/fcvm.2025.1566400 · 2025 · External reference
The relationship between depression and cognitive function in adults with cardiovascular risk: evidence from a randomised attention-controlled trial.
10.1371/journal.pone.0203343 · 2018 · External reference
Association between triglyceride-glucose index and depression in middle-aged and older adults with hypertension: insights from the CHARLS study.
10.1038/s41598-025-28102-6 · 2025 · External reference
Gender differences and dynamic mechanisms in depressive symptom trajectories among middle-aged and older adults: a study based on latent trajectory modeling and cross-lagged network analysis.
10.1186/s12889-026-27345-w · 2026 · External reference
Development and validation of a nomogram to predict depression in older adults with heart disease: a national survey in China.
10.3389/fpubh.2024.1469980 · 2024 · External reference
Insulin resistance as estimated by homeostasis model assessment predicts incident post-stroke depression in Chinese subjects from ischemic stroke.
10.1016/j.jad.2018.01.023 · 2018 · External reference
Association between triglyceride glucose index and depression in hypertensive population.
10.1111/jch.14767 · 2024 · External reference
Cohort profile: the China Health and Retirement Longitudinal Study (CHARLS).
10.1093/ije/dys203 · 2014 · External reference
Cognitive change as an early warning for late-life depression: implications for population health screening strategies.
10.1177/19427891251395738 · 2026 · External reference
Practical guide to SHAP analysis: explaining supervised machine learning model predictions in drug development.
10.1111/cts.70056 · 2024 · External reference
Identification and trajectory of multimorbidity patterns among older people in China: a longitudinal study based on the China Health and Retirement Longitudinal Study 2011–2020 data.
10.3389/fpubh.2025.1597224 · 2025 · External reference
Agreement between self-reported and objectively measured hypertension diagnosis and control: evidence from a nationally representative sample of community-dwelling middle-aged and older adults in China.
10.1186/s13690-024-01456-5 · 2024 · External reference
Impact of social, familial and personal factors on depressive symptoms in middle-aged and older adults from the national CHARLS cohort.
10.1186/s12889-024-20159-8 · 2024 · External reference
Using machine learning to predict the probability of incident 2-year depression in older adults with chronic diseases: a retrospective cohort study.
10.1186/s12888-024-06299-6 · 2024 · External reference
Association of depressive symptoms with incident cardiovascular diseases in middle-aged and older Chinese adults.
10.1001/jamanetworkopen.2019.16591 · ExternalCitation · doi-reference
Factorial structure of a short version of the Center for Epidemiologic Studies Depression Scale.
10.1002/gps.1467 · ExternalCitation · doi-reference
Major depression in individuals with chronic medical disorders: prevalence, correlates and association with health resource utilization, lost productivity and functional disability.
10.1016/j.genhosppsych.2007.06.002 · ExternalCitation · doi-reference
Sex differences in the association between depression and incident cardiovascular disease.
10.1016/j.jacasi.2023.11.015 · ExternalCitation · doi-reference
Insulin resistance as estimated by homeostasis model assessment predicts incident post-stroke depression in Chinese subjects from ischemic stroke.
10.1016/j.jad.2018.01.023 · ExternalCitation · doi-reference
Relationship between cognitive performance and depressive symptoms in Chinese older adults: the China Health and Retirement Longitudinal Study (CHARLS).
10.1016/j.jad.2020.12.059 · ExternalCitation · doi-reference
Sotagliflozin attenuates cardiac dysfunction and depression-like behaviors in mice with myocardial infarction through the gut-heart-brain axis.
10.1016/j.nbd.2024.106598 · ExternalCitation · doi-reference
Factorial validity of the Center for Epidemiologic Studies Depression Scale short form in older population in China.
10.1017/s1041610213001701 · ExternalCitation · doi-reference
Cardiovascular diseases and depression: a meta-analysis and Mendelian randomization analysis.
10.1038/s41380-025-03003-2 · ExternalCitation · doi-reference
The WHO Global report 2023 on hypertension warning the emerging hypertension burden in globe and its treatment strategy.
10.1038/s41440-024-01622-w · ExternalCitation · doi-reference
Frailty and depressive symptoms in relation to cardiovascular disease risk in middle-aged and older adults.
10.1038/s41467-025-61089-2 · ExternalCitation · doi-reference
Epidemiology of cardiovascular disease in China: current features and implications.
10.1038/s41569-018-0119-4 · ExternalCitation · doi-reference
Association between triglyceride-glucose index and depression in middle-aged and older adults with hypertension: insights from the CHARLS study.
10.1038/s41598-025-28102-6 · ExternalCitation · doi-reference
The product of fasting glucose and triglycerides as surrogate for identifying insulin resistance in apparently healthy subjects.
10.1089/met.2008.0034 · ExternalCitation · doi-reference
Association of cumulative blood pressure with progression of depressive symptoms and functional impairment among adults aged 50 years or older: 10-year follow-up of 2 longitudinal cohorts.
10.1093/gerona/glaf080 · ExternalCitation · doi-reference
Cohort profile: the China Health and Retirement Longitudinal Study (CHARLS).
10.1093/ije/dys203 · ExternalCitation · doi-reference
Practical guide to SHAP analysis: explaining supervised machine learning model predictions in drug development.
10.1111/cts.70056 · ExternalCitation · doi-reference
Association between triglyceride glucose index and depression in hypertensive population.
10.1111/jch.14767 · ExternalCitation · doi-reference
Cardiovascular disease, aging, and clonal hematopoiesis.
10.1146/annurev-pathmechdis-012419-032544 · ExternalCitation · doi-reference
Cognitive change as an early warning for late-life depression: implications for population health screening strategies.
10.1177/19427891251395738 · ExternalCitation · doi-reference
A machine-learning-derived online screening tool for depressive symptoms in patients with cardiovascular and cerebrovascular diseases (CCVD): a cross-sectional study with temporal validation from CHARLS.
10.1186/s12872-025-05294-3 · ExternalCitation · doi-reference
A fall risk prediction model based on the CHARLS database for older individuals in China.
10.1186/s12877-025-05814-y · ExternalCitation · doi-reference
Using machine learning to predict the probability of incident 2-year depression in older adults with chronic diseases: a retrospective cohort study.
10.1186/s12888-024-06299-6 · ExternalCitation · doi-reference
Impact of social, familial and personal factors on depressive symptoms in middle-aged and older adults from the national CHARLS cohort.
10.1186/s12889-024-20159-8 · ExternalCitation · doi-reference
Construction of a machine learning-based risk prediction model for depression in middle-aged and elderly patients with cardiovascular metabolic diseases in China: a longitudinal study.
10.1186/s12889-025-23075-7 · ExternalCitation · doi-reference
Gender differences and dynamic mechanisms in depressive symptom trajectories among middle-aged and older adults: a study based on latent trajectory modeling and cross-lagged network analysis.
10.1186/s12889-026-27345-w · ExternalCitation · doi-reference
Agreement between self-reported and objectively measured hypertension diagnosis and control: evidence from a nationally representative sample of community-dwelling middle-aged and older adults in China.
10.1186/s13690-024-01456-5 · ExternalCitation · doi-reference
The relationship between depression and cognitive function in adults with cardiovascular risk: evidence from a randomised attention-controlled trial.
10.1371/journal.pone.0203343 · ExternalCitation · doi-reference
Association of education level and depression with cognitive decline: findings from the examining cognitive health outcomes in heart failure study.
10.3389/fcvm.2025.1566400 · ExternalCitation · doi-reference
Construction of a machine learning-based risk prediction model for depression in middle-aged and elderly hypertensive people in China: a longitudinal study.
10.3389/fpsyt.2024.1398596 · ExternalCitation · doi-reference
Development and validation of a nomogram to predict depression in older adults with heart disease: a national survey in China.
10.3389/fpubh.2024.1469980 · ExternalCitation · doi-reference
Identification and trajectory of multimorbidity patterns among older people in China: a longitudinal study based on the China Health and Retirement Longitudinal Study 2011–2020 data.
10.3389/fpubh.2025.1597224 · ExternalCitation · doi-reference
Association between multiple chronic conditions and depressive symptoms among older adults in China: evidence from the China Health and Retirement Longitudinal Study (CHARLS).
10.3389/ijph.2023.1605572 · ExternalCitation · doi-reference
