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Driscoll A, Romaniuk H, Dinh D, Amerena J, Brennan A, Hare DL, Kaye D, Lefkovits J, Lockwood S, Neil C, Prior D, Reid CM, Orellana L. Clinical risk prediction model for 30-day all-cause re-hospitalisation or mortality in patients hospitalised with heart failure. Int J Cardiol 2021; 350:69-76. [PMID: 34979149 DOI: 10.1016/j.ijcard.2021.12.051] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2021] [Revised: 12/18/2021] [Accepted: 12/28/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND This study aimed to develop a risk prediction model (AUS-HF model) for 30-day all-cause re-hospitalisation or death among patients admitted with acute heart failure (HF) to inform follow-up after hospitalisation. The model uses routinely collected measures at point of care. METHODS We analyzed pooled individual-level data from two cohort studies on acute HF patients followed for 30-days after discharge in 17 hospitals in Victoria, Australia (2014-2017). A set of 58 candidate predictors, commonly recorded in electronic medical records (EMR) including demographic, medical and social measures were considered. We used backward stepwise selection and LASSO for model development, bootstrap for internal validation, C-statistic for discrimination, and calibration slopes and plots for model calibration. RESULTS The analysis included 1380 patients, 42.1% female, median age 78.7 years (interquartile range = 16.2), 60.0% experienced previous hospitalisation for HF and 333 (24.1%) were re-hospitalised or died within 30 days post-discharge. The final risk model included 10 variables (admission: eGFR, and prescription of anticoagulants and thiazide diuretics; discharge: length of stay>3 days, systolic BP, heart rate, sodium level (<135 mmol/L), >10 prescribed medications, prescription of angiotensin converting enzyme inhibitors or angiotensin receptor blockers, and anticoagulants prescription. The discrimination of the model was moderate (C-statistic = 0.684, 95%CI 0.653, 0.716; optimism estimate = 0.062) with good calibration. CONCLUSIONS The AUS-HF model incorporating routinely collected point-of-care data from EMRs enables real-time risk estimation and can be easily implemented by clinicians. It can predict with moderate accuracy risk of 30-day hospitalisation or mortality and inform decisions around the intensity of follow-up after hospital discharge.
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Affiliation(s)
- A Driscoll
- Deakin University, School of Nursing and Midwifery, 1 Gheringhap Street, Geelong, VIC 3220, Australia; Austin Health, Dept of Cardiology, Studley Rd, Heidelberg, VIC 3081, Australia.
| | - H Romaniuk
- Deakin University, Biostatistics Unit, Faculty of Health, 1 Gheringhap Street, Geelong, VIC 3220, Australia.
| | - D Dinh
- Monash University, School of Medicine and Preventive Health, Commercial Rd, Prahran, VIC 3121, Australia.
| | - J Amerena
- University Hospital Geelong, Cardiology Research Department, PO Box 281, Geelong 3220, Australia.
| | - A Brennan
- Monash University, School of Medicine and Preventive Health, Commercial Rd, Prahran, VIC 3121, Australia
| | - D L Hare
- Austin Health, Dept of Cardiology, Studley Rd, Heidelberg, VIC 3081, Australia; University of Melbourne, School of Medicine, Swanson St, Melbourne, VIC 3001, Australia.
| | - D Kaye
- Baker Heart and Diabetes Institute, Commercial Rd, Prahran, VIC 3121, Australia; Alfred Health, Department of Cardiology, Commercial Rd, Prahran, VIC 3121, Australia.
| | - J Lefkovits
- Monash University, School of Medicine and Preventive Health, Commercial Rd, Prahran, VIC 3121, Australia
| | - S Lockwood
- University Hospital Geelong, Cardiology Research Department, PO Box 281, Geelong 3220, Australia; Monash Health, Department of Cardiology, 246 Clayton Rd, Clayton, VIC 3168, Australia.
| | - C Neil
- University Hospital Geelong, Cardiology Research Department, PO Box 281, Geelong 3220, Australia; Western Health, Department of Cardiology, 160 Gordon St, Footscray, VIC 3011, Australia.
| | - D Prior
- St Vincents Hospital, Department of Cardiology, 41 Fitzroy Parade, Fitzroy, VIC 3065, Australia.
| | - C M Reid
- Curtin University, School of Public Health, NHMRC Centre for Research Excellence in Cardiovascular Outcomes Improvement, Kent St, Bentley, WA 6102, Australia.
| | - L Orellana
- Deakin University, Biostatistics Unit, Faculty of Health, 1 Gheringhap Street, Geelong, VIC 3220, Australia
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Gonzalez-Chica DA, Bowden J, Miller C, Longo M, Nelson M, Reid C, Stocks N. Patient-reported GP health assessments rather than individual cardiovascular risk burden are associated with the engagement in lifestyle changes: population-based survey in South Australia. BMC FAMILY PRACTICE 2019; 20:173. [PMID: 31836016 PMCID: PMC6911269 DOI: 10.1186/s12875-019-1066-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Accepted: 12/05/2019] [Indexed: 02/01/2023]
Abstract
Background Little is known about whether a more comprehensive health assessment, performed by a general practitioner (GP) during a clinical encounter, could influence patients’ lifestyle. We aimed to investigate whether health assessments, performed by GPs, are more important than the presence of cardiovascular disease (CVD) or cardiometabolic risk factors (obesity, diabetes, hypertension, dyslipidaemia) for engagement in lifestyle change. Methods Cross-sectional, population-based survey conducted in South Australia (September–December 2017) using face-to-face interviews and self-reported data of 2977 individuals aged 15+ years. The main outcome was engagement in four lifestyle changes: 1) increasing fruit/vegetable intake, 2) increasing physical activity level, 3) reducing alcohol consumption, and 4) attempts to stop smoking. Health assessments performed by a GP in the last 12 months included clinical/laboratory investigations (weight/waist circumference, blood pressure, glucose levels, lipid levels) and questions about lifestyle/wellbeing (current diet, physical activity, smoking status, alcohol intake, mental health, sleeping problems). Results were restricted to individuals aged 35+ years because of the low prevalence of CVD or their risk factors among younger participants. Logistic regression was used in all associations, adjusted for sociodemographic, lifestyle, mental health, and clinical variables. Results Of the 2384 investigated adults (mean age 57.3 ± 13.9 years; 51.9% females), 10.2% had CVD and 49.1% at least one cardiometabolic risk factor. Clinical/laboratory assessments performed by the GP were 2–3 times more frequent than assessments of lifestyle, mental health status, or sleeping problems, especially among those with CVD. Individuals with CVD or a cardiometabolic risk factor were no more likely to be increasing their fruit/vegetable consumption (33.6%), physical activity level (40.9%), reducing alcohol consumption (31.1%), or trying to quit smoking (34.0%) than ‘healthy’ participants. However, lifestyle changes were between 30 and 100% more likely when GPs performed three or more health assessments (either clinical/laboratory or questions about lifestyle/wellbeing) than when individuals did not visit the GP or when GPs performed no any assessment during these clinical encounters (p < 0.05 in all cases). Conclusion More frequent and comprehensive CVD-related assessments by GPs were more important in promoting a healthier lifestyle than the presence of CVD or cardiometabolic risk factors by themselves.
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Affiliation(s)
- David Alejandro Gonzalez-Chica
- Discipline of General Practice, Adelaide Medical School, The University of Adelaide, Helen Mayo North, Sturt Road, Level 1, Room 113. South Australia, Adelaide, 5005, Australia. .,Adelaide Rural Clinical School, The University of Adelaide, Adelaide, SA, Australia.
| | - Jacqueline Bowden
- Population Health Research Group, South Australian Health & Medical Research Institute, Adelaide, SA, Australia
| | - Caroline Miller
- Population Health and Clinical Monitoring, Drug Policy & Population Health, Drug & Alcohol Services South Australia, Adelaide, SA, Australia
| | - Marie Longo
- Population Health and Clinical Monitoring, Drug Policy & Population Health, Drug & Alcohol Services South Australia, Adelaide, SA, Australia
| | - Mark Nelson
- Menzies Institute for Medical Research, University of Tasmania, Hobart, Tasmania, Australia
| | - Christopher Reid
- School of Public Health, Curtin University, Perth, Western Australia, Australia
| | - Nigel Stocks
- Discipline of General Practice, Adelaide Medical School, The University of Adelaide, Helen Mayo North, Sturt Road, Level 1, Room 113. South Australia, Adelaide, 5005, Australia
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Abstract
Statin drugs reduce low-density lipoprotein (LDL)-cholesterol (LDL-C) and cardiovascular risk. Ezetimibe may be used to supplement statin therapy, or used alone in cases of statin intolerance. Statin-associated side effects do occur, especially muscle symptoms and new onset diabetes, but they do not detract from the benefits of statin therapy. Inhibitors of proprotein convertase subtilisin/kexin type 9 (PCSK9) reduce LDL-C and cardiovascular risk. Evolocumab is subsidised in Australia for patients with familial hypercholesterolaemia when LDL-C is not adequately controlled with maximum doses of statin or ezetimibe or when statin therapy is contraindicated. Fenofibrate reduces triglycerides and cardiovascular risk in patients with type 2 diabetes when triglycerides are elevated and high-density lipoprotein (HDL) is low. A role for dietary omega-3 fatty acids and esters in reducing cardiovascular risk remains controversial. All cases of secondary cardiovascular disease prevention merit intensive lipid therapy, unless a contraindication exists. Lipid therapy is justified in cases of primary prevention when absolute risk is high, especially when lipids are highly elevated or when multiple risk factors are present. Clinical management requires a focus on the predominant lipid disorder present, namely hypercholesterolaemia, hypertriglyceridaemia or combined hyperlipidaemia. There is an ongoing problem of poor long term persistence on lipid therapy, as well as reduced awareness by practitioners of poor risk factor control.
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Affiliation(s)
- Leon A Simons
- UNSW Sydney, Sydney, NSW.,St Vincent's Hospital, Sydney, NSW
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Byrnes J, Elliott T, Vale MJ, Jelinek MV, Scuffham P. Coaching Patients Saves Lives and Money. Am J Med 2018; 131:415-421.e1. [PMID: 29106978 DOI: 10.1016/j.amjmed.2017.10.019] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2017] [Revised: 10/06/2017] [Accepted: 10/06/2017] [Indexed: 11/18/2022]
Abstract
BACKGROUND The Coaching On Achieving Cardiovascular Health (COACH) Program has been proven to improve biomedical and lifestyle cardiovascular disease (CVD) risk factors. The objective of this study was to evaluate the long-term impact of The COACH Program on overall survival, hospital utilization, and costs from the perspective of a private health insurer (payor), in patients with CVD. METHODS A prospective parallel-group case-control study design with controls randomly matched to patients based on propensity score. There were 512 participants with CVD engaged in a structured disease management program of 6 months duration (The COACH Program) who were matched to 512 patients with CVD who were allocated to the control group. The independent variables that estimated the propensity score were preprogram hospital admissions, age, and sex. The primary outcome was overall survival with secondary outcomes, including hospital utilization and cost incurred by the private health insurer. Mean follow-up was 6.35 years. Difference in overall survival between the 2 groups was estimated using a Cox proportional hazard ratio (HR) with difference in total cost estimated using a generalized linear model. RESULTS The COACH Program achieved a significant reduction in overall mortality (HR 0.70; 95% confidence interval [CI], 0.53-0.93; P = .014). There was an apparent dose-response effect: those who received up to 3 coaching sessions had no decrease in mortality (HR 1.02; 95% CI, 0.69-1.49; P = .926); those who received 4 or more coaching sessions had a substantial decrease in mortality (HR 0.58; 95% CI, 0.42-0.81; P = .001). Total cost to the health insurer was substantially lower in the intervention group ($12,707 per person lower; P = .078). The reduction in total cost was significantly greater in those who received 4 or more sessions ($19,418 per person; P = .006) and in males ($18,947 per person; P = .029). CONCLUSIONS Those enrolled in The COACH program achieved a statistically significant decrease in overall mortality compared with usual care at 6.35 years. A substantive reduction in hospital costs was also observed among those who received The COACH program compared with those who did not, particularly in those who received 4 or more sessions and in males.
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Affiliation(s)
- Joshua Byrnes
- Centre for Applied Health Economics & Menzies Health Institute Queensland, Griffith University, Brisbane, Australia
| | - Thomas Elliott
- QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Margarite J Vale
- Department of Medicine, The University of Melbourne, Melbourne, Australia
| | - Michael V Jelinek
- Department of Medicine, The University of Melbourne, Melbourne, Australia; Department of Cardiology, St Vincent's Hospital, Melbourne, Australia.
| | - Paul Scuffham
- Centre for Applied Health Economics & Menzies Health Institute Queensland, Griffith University, Brisbane, Australia
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Vickery AW, Ryan J, Pang J, Garton-Smith J, Watts GF. Increasing the Detection of Familial Hypercholesterolaemia Using General Practice Electronic Databases. Heart Lung Circ 2016; 26:450-454. [PMID: 27889294 DOI: 10.1016/j.hlc.2016.09.012] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Revised: 02/29/2016] [Accepted: 09/24/2016] [Indexed: 10/20/2022]
Abstract
BACKGROUND Familial hypercholesterolaemia (FH) is a common autosomal co-dominant condition that causes premature cardiovascular disease. Awareness of FH is poor and only 10-15% of the affected population is identified. Electronic health records provide an opportunity to increase detection and awareness in general practice OBJECTIVE: To determine whether a simple electronic extraction tool can increase detection of FH in general practice. METHOD An extraction tool applied to general practice electronic health records (EHR) to screen for FH, total cholesterol and low density lipoprotein cholesterol (LDL-c) levels in association with entered diagnostic criteria and demographic data in five general practices. RESULTS Of 157,290 active patients examined, 0.7% (n=1081) had an LDL-c>5.0 mmol/L representing 1 in 146 of active patients. An additional 0.8% (n=1276) patients were at possible risk of FH. Of those with an LDL-c>5.0 mmol/L 43.7% of patients had no record of being prescribed statins. Twenty patients (0.013%) had a clinical diagnosis of FH entered in the EHR. CONCLUSIONS Patients at high risk of FH can be identified by a simple electronic screening method in general practice. Clinical data entry is variable in general practice. Targeted screening enables clinical assessment of patients at risk of cardiovascular disease and using the DLCNS will enable primary care to increase identification of FH. Approximately one in five patients extracted using this method, are likely to have phenotypically probable FH, making it a useful screening tool.
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Affiliation(s)
- Alistair W Vickery
- School of Primary, Aboriginal and Rural Health Care, University of Western Australia, Perth, WA, Australia.
| | - Jackie Ryan
- Lipid Disorders Clinic, Cardiovascular Medicine, Royal Perth Hospital, School of Medicine and Pharmacology, University of Western Australia, Perth, WA, Australia
| | - Jing Pang
- Lipid Disorders Clinic, Cardiovascular Medicine, Royal Perth Hospital, School of Medicine and Pharmacology, University of Western Australia, Perth, WA, Australia
| | | | - Gerald F Watts
- Lipid Disorders Clinic, Cardiovascular Medicine, Royal Perth Hospital, School of Medicine and Pharmacology, University of Western Australia, Perth, WA, Australia
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Won MH. Effect of Education and Counselling-based Cardiac Rehabilitation Program on Cardiovascular Risk, Health Behavior and Quality of Life in Elderly with Coronary Artery Disease. ACTA ACUST UNITED AC 2015. [DOI: 10.5392/jkca.2015.15.06.303] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Zhu XC, Lin J, Wang Q, Liu H, Qiu L, Fang DZ. Associations of lipoprotein lipase gene rs326 with changes of lipid profiles after a high-carbohydrate and low-fat diet in healthy Chinese Han youth. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2014; 11:4544-54. [PMID: 24762672 PMCID: PMC4025011 DOI: 10.3390/ijerph110404544] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/19/2013] [Revised: 04/08/2014] [Accepted: 04/14/2014] [Indexed: 12/21/2022]
Abstract
To investigate the effects of a high-carbohydrate and low-fat (HC/LF) diet on plasma lipids and apolipoproteins (Apos) of healthy Chinese Han youth with different genotypes of lipoprotein lipase gene (LPL) rs326, 56 subjects were given a washout diet of 30.1% fat and 54.1% carbohydrate for seven days, followed by the HC/LF diet of 13.8% fat and 70.1% carbohydrate for six days, with no total energy restriction. Plasma glucose, triglyceride (TG), total cholesterol (TC), high density lipoprotein cholesterol (HDL-C), low density lipoprotein cholesterol (LDL-C), Apo B-100 and Apo A-I were analyzed at baseline and before and after the HC/LF diet. The results show that, when compared with before the HC/LF diet, only the male G carriers experienced increased HDL-C (p = 0.008) and Apo A-I (p = 0.005) after the HC/LF diet. Decreased TC in both males and females and increased TG in females were found regardless of the genotype after the HC/LF diet. LDL-C decreased in all the subjects although the decrease was not significant in the female G carriers. These results demonstrate that the G allele of LPL rs326 associates with the elevated levels of HDL-C and Apo A-I after the HC/LF diet in males of the healthy Chinese Han Youth.
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Affiliation(s)
- Xing-chun Zhu
- Department of Biochemistry and Molecular Biology, West China School of Preclinical and Forensic Medicine, Sichuan University, Chengdu 610041, China.
| | - Jia Lin
- Department of Biochemistry and Molecular Biology, West China School of Preclinical and Forensic Medicine, Sichuan University, Chengdu 610041, China.
| | - Qian Wang
- Department of Biochemistry and Molecular Biology, West China School of Preclinical and Forensic Medicine, Sichuan University, Chengdu 610041, China.
| | - Hui Liu
- Department of Biochemistry and Molecular Biology, West China School of Preclinical and Forensic Medicine, Sichuan University, Chengdu 610041, China.
| | - Li Qiu
- Department of Biochemistry and Molecular Biology, West China School of Preclinical and Forensic Medicine, Sichuan University, Chengdu 610041, China.
| | - Ding-zhi Fang
- Department of Biochemistry and Molecular Biology, West China School of Preclinical and Forensic Medicine, Sichuan University, Chengdu 610041, China.
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