Crystal Man Ying Lee’s research while affiliated with Curtin University and other places

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Publications (76)


Practice makes progress: essential components in digital health training for current and prospective health workers
  • Article
  • Full-text available

May 2025

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14 Reads

Discover Education

Laura Thomas

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Amy Braddon

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Crystal Lee

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[...]

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Suzanne Robinson

This study explored whether digital health content was included in current higher education curriculum, barriers and enablers to inclusion, key skills required and university educators' confidence in delivering content in undergraduate and postgraduate health courses in Western Australia. A three-stage design included: 1) desktop audit of course (n = 117) and unit (n = 1559) descriptors for digital health-related keywords; 2) semi-structured interviews with university educators (n = 15); and 3) online survey of final year students (n = 14). Health, allied health, medicine, nursing and midwifery disciplines at five universities were included. The audit identified limited digital health-related keywords. Interviews identified unsystematic application of digital health content across disciplines. Five themes for digital health curriculum were identified; only one required discipline-specific content. Despite low responses, students supported a need for additional training opportunities to support digital health skill implementation in practice. Comprehensive and ongoing digital health curricula and practice opportunities are needed for undergraduate and postgraduate health workers. Consideration should be given to the skills of university educators and clinical supervisors regarding their own confidence in delivering digital health teaching and practice opportunities for students. A universal approach, supplemented by discipline-specific content, may create efficiencies in curriculum development and support a common language and understanding across professions.

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Long-term adherence to glucose-lowering medications in adults with diabetes: A data linkage study

April 2025

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3 Reads

Aims To determine the adherence rate in users of each class of glucose‐lowering medication and identify the key socio‐demographic factors influencing adherence. Methods The 45 and Up Study is an ongoing cohort study of residents aged ≥45 years in New South Wales, Australia. We analysed Pharmaceutical Benefits Scheme records from 2013 to 2019 of the 21 341 study participants who self‐reported having diabetes. Medication adherence was estimated as the proportion of days covered for each 12‐month period for up to the fifth 12‐month period. Results A consistent pattern was observed across all drug classes, where the percentage of adherent (proportion of days covered ≥0.8) users was highest in the first 12 months, followed by a drop in the second 12 months. For prevalent users on the same drug class for the full 5‐year period, higher percentages of adherent users compared to the first 12 months were observed for glucagon‐like peptide 1 receptor agonists (77.7% vs 74.2%). For incident users on the same drug class for the full 5‐year period, a higher percentage of adherent users compared to the first 12 months was observed for sodium‐glucose cotransporter 2 inhibitors (84.2% vs 78.4%). Moreover, no socio‐demographic subgroup was consistently more or less adherent to medications. Conclusions Initial adherence was good and remained relatively high over time in this cohort. Nevertheless, adherence was still a challenge in some individuals. Practitioners should recognize the possibility of non‐adherence and consider this at each consultation.


Survival following psychiatric diagnoses in early adulthood

April 2025

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4 Reads

Australian and New Zealand Journal of Psychiatry

Aims To establish the increased all-cause mortality risk after an inpatient episode of care with a diagnosis of a severe psychiatric disorder in young people. Methods The data included all psychiatric inpatient episodes for psychiatric diagnoses in Western Australia between 2005 and 2022 linked with the state death registry. Participants were only included if they turned 18 years of age between 2005 and 2016, so survival from first adult admission until the study end date could be compared with age-gender matched life tables. Results A total of 18,893 individuals had an admission with a primary or secondary diagnosis for a selected psychiatric diagnosis in the study period, across which time 485 died. Admission for substance use disorders presented the greatest risk of mortality, increasing the risk of death in early adulthood by more than three times (observed/expected = 3.07; 95% confidence interval = [2.76, 3.42]; p < 0.001), followed closely by bipolar disorders (observed/expected = 2.95; 95% confidence interval = [2.09, 4.03]; p < 0.001), while having any two or more comorbid disorders was associated with an increased death rate (observed/expected = 3.30; 95% confidence interval = [2.72, 3.97]; p < 0.001). The Kaplan–Meier curves also suggested that the proportionate increased risk of mortality remained relatively constant across the study period for all diagnoses. Conclusion Inpatient admission for psychiatric disorders increased the risk of all-cause mortality in early adulthood by between two and three times and the increased death rate did not substantively reduce over time. Effective long-term support services are needed to reduce the premature mortality observed among these young adults.



Fig. 1: Schematic diagram showing the conceptualization of the study.
Fig. 2: Adjusted hazard ratios for disability-free survival by depression status and cardiometabolic disease. CMD, Cardiometabolic disease; CMM, Cardiometabolic multimorbidity, MASLD, Metabolic Dysfunction-Associated Steatotic Liver Disease; MACE, major adverse cardiovascular events; CKD, chronic kidney disease; HR, Hazard ratio. CMM: Cardiometabolic multimorbidity, defined as having two or more CMDs including hypertension, dyslipidemia, type 2 diabetes, MACE, and chronic kidney disease.
Contribution of depression and cardiometabolic diseases and the role of depression treatment in survival and functioning in older adults

April 2025

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16 Reads

EClinicalMedicine

Background Achieving survival free from physical disability or neurocognitive impairment, known as disability-free survival (DFS), is a key public health goal. This study aimed to (1) determine the long-term interactive effects of depression and cardiometabolic diseases (CMDs) on DFS, and (2) explore any associated antidepressant treatment effect on improvements in DFS among older adults. Methods We used data from the ASPREE trial and its observational follow-ups (2010–2019), involving community-dwelling adults aged ≥ 70 years (≥65 for U.S. minorities). Time-updated Cox models were used to estimate the combined effect of depression and CMDs (type 2 diabetes, dyslipidemia, hypertension, chronic kidney disease, metabolic-associated steatotic liver disease, and major adverse cardiovascular events) as well as cardiometabolic multimorbidity (≥2 CMDs) on DFS. To evaluate the improvement in DFS associated with antidepressant treatment in individuals with depression, we estimated the number needed to treat (NNT) to achieve a one-year increase in DFS through antidepressant therapy. Findings 18,739 participants (mean [SD] age, 75.1 [4.6] years; 56.0% female) were included, with a median follow-up of seven years; individuals with both depression and CMDs demonstrated a significantly lower DFS compared to those without either condition. In individuals with depressive symptoms, antidepressant use was associated with a median increase in DFS of 2.95 years (95% CI, 2.12–3.04), with an estimated NNT of 8.05 (95% CI, 5.63–14.86) associated with a one-year increase in DFS. Interpretation Integrating depression treatment into chronic disease management, when appropriate, is associated with an improvement in DFS among older adults. Funding 10.13039/501100001778Deakin University Postgraduate Research Scholarship.


Preferred Reporting Items for Systematic Reviews and Meta-analyses flowchart of included and excluded studies
Risk of bias summary: review authors' judgements of risk of bias for each included study
Meta-analyses of studies that add manual therapy to a control intervention. A passive cervical rotation. B passive cervical lateroflexion. C active cervical rotation. D symmetric head posture. E lateral head-righting. F thickness of SCM tumour. G development of symmetrical movement
Meta-analyses of studies that add electrophysical agents to a control intervention. Thickness of SCM tumour at 8 weeks
Meta-analyses of studies that compare manual therapy with a control manual therapy. Thickness of SCM tumour after 3 to 4 months
Efficacy of non-surgical, non-pharmacological treatments for congenital muscular torticollis: a systematic review and meta-analysis

February 2025

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70 Reads

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1 Citation

Background Congenital Muscular Torticollis (CMT) is the third most common musculoskeletal condition in infancy, and if untreated can lead to significant disability. While a range of conservative treatments are commonly used in the management of CMT, an understanding of their efficacy and safety is limited. This systematic review and meta-analysis, without language or discipline restriction, was conducted to address this knowledge gap. Methods Electronic searches of CENTRAL, PubMed, 22 other electronic databases, three trials registers and Google Scholar, were conducted for randomised controlled trials, which examined any non-surgical, non-pharmacological interventions, including but not limited to manual treatments, movement therapy, acupuncture, adjunctive therapies and physical support, in children aged 0 to 5 years with CMT. Two reviewers independently assessed the risk of bias of the included studies using the Cochrane Risk of bias 1 tool, rated their certainty of evidence using grading of recommendations assessment, development and evaluation (GRADE) framework, and performed random-effects meta-analyses. Results One hundred studies (80 from China) involving 8125 participants published between 1990 and 2023 were included. Adding manual therapy to an active control resulted in short-term improvements in passive cervical rotation (odds ratio (OR) 9.79, 95%CI 4.26,22.50), passive cervical lateroflexion (OR 2.66, 95%CI 1.17,6.04), active cervical rotation (OR 3.94, 95%CI 1.08,14.35), symmetric head posture (OR 4.55, 95%CI 2.57,8.05), sternocleidomastoid tumour thickness (mean difference (MD) -2.12 mm, 95%CI -2.98,-1.26) and development of symmetrical movement (standardised MD -0.70, 95%CI -0.95,-0.45). The addition of an electrophysical agent to an active control reduced sternocleidomastoid tumour thickness (MD -2.03 mm, 95%CI -2.67,-1.39) and optimised Tuina reduced tumour thickness more than traditional Tuina (MD -1.20 mm, 95%CI -1.80,-0.59). Adverse events were uncommon but poorly reported, with 71 (71%) of studies providing no data. Study heterogeneity limited pooling of data for meta-analysis, and there was very low to low certainty evidence for all results, due to high risk of bias, small sample sizes and study heterogeneity. Conclusions This review found that non-surgical, non-pharmacological treatments may be effective for CMT, but the certainty of evidence is very low to low. These findings are important in informing clinical guidelines and management for CMT and highlight an urgent need for large definitive trials that address the limitations of current studies. Protocol registration Cochrane Database of Systematic Reviews (No.: CD012987).


Long-term chronic conditions in individuals with mental and behavioural disorders: A data linkage study

February 2025

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7 Reads

Australian and New Zealand Journal of Psychiatry

Objective This study aimed to investigate the physical health conditions among health service users in the first year since recorded mental disorder diagnosis in Western Australia. Methods Community mental health, emergency department (ED) and inpatient records of individuals aged ⩾ 18 years with a recorded mental disorder diagnosis in state-funded health services were analysed. We identified long-term physical health conditions recorded within the first year of the first recorded mental disorder diagnosis. Prevalence of physical comorbidity across time was estimated using multinomial logistic regression. Mean number of health service contacts in the first year of the recorded mental disorder diagnosis was obtained using generalised linear model. Results Altogether, 253,362 individuals were included. Within the first year of the first recorded mental disorder, the prevalence of at least one physical comorbidity ranged from 20.0% in 2006 to 14.5% in 2020. Cardiovascular disease was the most common comorbidity, but the most common combinations of comorbidities became more varied over time. The number of ED and inpatient contacts were higher in subgroups with a higher number of physical comorbidities (ED contacts: 2.4 [95% confidence intervals: 2.4, 2.4] for no comorbidities to 3.6 [3.4, 3.8] for ⩾ 3 comorbidities; inpatient contacts: 2.6 [2.6, 2.7] for no comorbidities to 4.5 [4.1, 4.9] for ⩾ 3 comorbidities). Conclusion With a substantial proportion of individuals with mental disorders already having physical comorbidities on their first year of contact with state-funded health services, and the comorbidity combinations becoming more diverse, there is a need to implement more comprehensive joint mental and physical health services.


Figure 3 Annual prevalence of chronic kidney disease from 2010 to 2020, stratified by age groups.
Figure 4 Annual prevalence of chronic kidney disease from 2010 to 2020, stratified by remoteness.
Characteristics of study participants with CKD in 2010 and 2020. Data are presented as n (%) or median (IQR)
Prevalence of chronic kidney disease in Western Australia, 2010-2020

January 2025

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16 Reads

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1 Citation

BMJ Open

Objective To assess the prevalence and trends of chronic kidney disease (CKD) in Western Australia (WA) from 2010 to 2020 using linked pathology data. Design A retrospective observational cohort study using linked de-identified data from WA pathology providers, hospital morbidity records and mortality records. Setting A Western Australian population-based study. Participants All individuals aged 18 years and older with at least one serum creatinine test. Primary outcome measure CKD status as determined by estimated glomerular filtration rate and urine albumin-creatinine ratio. Results Analysing data from 2 501 188 individuals, there was a significant increase in age-sex standardised CKD prevalence from 4.7% in 2010 to 6.0% in 2020, with annual average percentage change of 3.0% (95% CI: 2.3% to 3.7%). Prevalence of CKD stages 3 and above was 4.8% in 2020. Higher CKD prevalence was observed in regional and remote areas compared with major cities, and among individuals in the most socioeconomically disadvantaged quintiles. Sensitivity analysis indicated minor impacts from data exclusions and methodological choices. Conclusions CKD prevalence in WA has been steadily increasing, reflecting broader Australian trends. The study highlights significant disparities in CKD prevalence based on age, socioeconomic status and geographic remoteness.


Cost of annual CHD by sex (Int$, PPP 2022)
Global comparison of the economic costs of coronary heart disease: a systematic review and meta-analysis

January 2025

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39 Reads

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1 Citation

BMJ Open

Objectives Coronary heart disease (CHD) is the leading cause of global morbidity and mortality, yet no comprehensive evaluation of its global economic costs exists. We conducted a systematic review with meta-analysis to examine the costs of CHD treatment by region and CHD subtypes, examine whether there are cost difference by sex, and examine costing methodologies. Design We conducted a systematic review and meta-analysis of non-randomised studies. Data sources We searched Medline, Embase, CINAHL, EconLit and Google Scholar from 1 January 2000 to February 2023. Eligibility criteria for selecting studies We included observational studies reporting economic costs of CHD treatment and outcomes for adults that were published in English. Data extraction and synthesis Data extraction and quality assessment were independently undertaken by two reviewers. Costs were converted to percentage of gross domestic product (GDP) per capita of corresponding country. A random-effects model was used for meta-analysis using StataSE V.18 to calculate the pooled percentage. Heterogeneity was assessed using the I² statistic. Meta-regression and bias assessment were performed. Results Out of 20 100 records identified, 37 studies (including 2 564 189 individuals) from 22 countries were included in the qualitative synthesis and the quantitative meta-analysis. In most countries, the annual cost of CHD exceeds many times the total health expenditure per capita. The pooled direct annual cost of CHD per patient varied from 4.9% to 137.8% of GDP per capita (Int$ purchasing power parity), with pooled percentage of 21.7% (95% CI 15.3, 28.1) for those with CHD. Slight difference in the annual pooled cost of CHD was observed, with a 2% of GDP per capita higher cost in men (95% CI 0.8, 3.2). Most studies applied a top-down costing approach (n=21). Conclusions The review illustrates the expense associated with CHD, which is varied by region and CHD subtypes. The observed cost difference by sex warrants further exploration of sex-specific factors influencing cost disparities. Exploring advanced costing methods such as time-driven activity-based costing can optimise resource allocation and identify opportunities to reduce unnecessary costs and cost disparities. PROSPERO registration number CRD42023412044.


Estimating the cost of chronic kidney disease in Australia

November 2024

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38 Reads

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1 Citation

BMC Health Services Research

Introduction Chronic kidney disease (CKD) is a significant burden on health systems globally, with limited up-to-date information on health system costs, particularly for non-dialysis patients. This study estimates the direct healthcare costs of CKD within Australia. Methods The study utilised the CKD.WA dataset, a linked repository for the state of Western Australia, containing public and private pathology, hospital, emergency and mortality data for over 2 million people, along with a secondary dataset of general practice records. Costs were calculated for individuals with CKD in 2019 and compared to controls without CKD to identify costs attributable to CKD. Cost items included hospital, emergency, medication, general practice, pathology, dialysis and outpatient services. Costs were expressed in 2023 AUD. Results There were 114,899 individuals with CKD in 2019. Average yearly costs attributable to CKD were 3,367forStage1,3,367 for Stage 1, 4,114 for Stage 2, 3,607forStage3a,3,607 for Stage 3a, 6,572 for Stage 3b, 11,456forStage4and11,456 for Stage 4 and 62,558 for Stage 5. Non-dialysis hospital costs were the biggest contributor, followed by dialysis costs. The estimated total cost of CKD to Australia was $8.3 billion for 2019. Conclusion These findings highlight the significant cost burden of CKD. While CKD costs per individual are highest in later stages, the greater number of early-stage CKD cases means the majority of the cost burden is located among early-stage cases. Primary and secondary prevention strategies are likely key to reducing costs.


Citations (58)


... On a global scale, CAD remains the leading cause of death, accounting for approximately 13% of the world's total deaths [60]. In a global comparison of economic costs, annual expenses for the condition exceeded the total health expenditure per capita by 4.9% to 137.8% [61], thus qualifying for early detection and consecutive intervention. ...

Reference:

The Value of Clinical Decision Support in Healthcare: A Focus on Screening and Early Detection
Global comparison of the economic costs of coronary heart disease: a systematic review and meta-analysis

BMJ Open

... GKD often progresses towards kidney failure, requiring kidney replacement therapy, i.e., dialysis or kidney transplantation. Kidney failure is associated with the lowest quality of life among chronic conditions and is the most prevalent cause of hospitalisation in Australia, with an estimated total cost of chronic kidney disease of $8.3 billion annually [3][4][5]. Providing timely genetic diagnoses to affected patients and families is crucial to improve outcomes and alleviate the burden of GKD for individuals, communities, and the healthcare system [6]. In doing so, invasive investigations, like kidney biopsies, can be avoided [7]. ...

Estimating the cost of chronic kidney disease in Australia

BMC Health Services Research

... Percebe-se que na amostra observada no gráfico 1, há diferenças entre a prevalência de diabetes entre homens e mulheres por causas antropológicas, na qual, o homem é mais ativo destinado ao mercado de trabalho, status sociais e socioeconômicos enquanto a mulher é destinada a trabalhos domésticos, todavia, há considerações que permeiam os estudos visto que os fatores individuais podem instigar o processo de tratamento da diabetes. Contudo, é observado que os fatores de riscos rodeiam mais os homens do que as mulheres, fazendo assim eles possuírem maiores índices de diabetes mellitus, outras formas dessa observação se fazem visível, em que, as mulheres são menos propensas a terem gordura abdominal localizada, enquanto em homens isso é mais relativo em mensuração da circunferência da cintura que pode levar ao diagnóstico da diabetes mellitus do tipo 2. Fato importante a ser abordado é que internações por diabetes mellitus podem ser mais utilizadas por homens, por causa da baixa aderência das mulheres em prevenção e atraso ao tratamento a diabetes mellitus (Ciarambino et al., 2022;Feller;Boeing;Pischon, 2010;Goldenberg;Schenkman;Franco, 2003;Kautzky-Willer;Leutner;Harreiter, 2023;Lee et al., 2010;Mnatzaganian et al., 2024;Patel et al., 2022;Tatti;Pavandeep, 2022 (Chia;Egan;Ferrucci, 2018;Lee, 2023;Yan et al., 2023). ...

Sex disparities in the prevalence, incidence, and management of diabetes mellitus: an Australian retrospective primary healthcare study involving 668,891 individuals

BMC Medicine

... A total of 15 individuals attended one of the two sessions (n = 7, n = 8). Participants were recruited by the author primarily through consumer advocacy support group discussion forums as part of a broader study [51]. Interested participants registered for the event in an online registration portal and were subsequently contacted by a member of the study team to inform them of the purpose of the study, reviewed the consent form, and booked a convenient focus group time. ...

Consumer attitudes, barriers and facilitators to sharing clinical data for research purposes: Results from a focus group synthesis
  • Citing Article
  • July 2024

Heliyon

... The study cohort was collated from a linked mental health dataset provided by the Department of Health Western Australia which is described elsewhere 18 . The linked dataset is comprised of records related to mental health assessments, community mental health service usage, emergency department presentations and inpatient admissions from 2005-2022. ...

Patterns of Mental Health Service Utilisation: A Population-Based Linkage of Over 17 Years of Health Administrative Records

Community Mental Health Journal

... For unclear reasons at this stage, LH has been reported to be more frequent during pregnancy and in the early postpartum period [51][52][53]. In contrast to clinically non-functioning PA, there is no clear hierarchy of anterior pituitary hormone deficiencies in LH patients [54,55]. Nonetheless, this condition is extremely rare in the pediatric population with only a few identified cases in the literature [56,57]. ...

Oxford Textbook of Endocrinology and Diabetes 3e
  • Citing Article
  • January 2022

... Despite a growing body of literature, significant gaps remain in understanding the multifactorial nature of health system performance and integration. Many studies have tended to focus narrowly on isolated variables-such as economic indicators or health outcomes-without accounting for the dynamic interplay between socio-cultural, psychological, and institutional factors (Varhol et al., 2023). This analytical fragmentation limits the utility of research findings for informing multisectoral policies. ...

Public preference on sharing health data to inform research, health policy and clinical practice in Australia: A stated preference experiment

... However, if the number of repetitions performed in the high-effort session is different from the fifth familiarization session, this could introduce error. Also, to increase the external validity and scope of our results, we will include both male and female participants within a wide age range, as there is evidence that sex and age affect glycemic control [65][66][67][68][69][70][71][72][73][74] and response to glucose-lowering drugs [75][76][77][78][79]. Finally, because it has been demonstrated that glycemic control is worsened during the luteal compared with the follicular phase in premenopausal women [80], menstrual cycle phase might be a confounding factor in the present protocol. ...

Sex and age differences in the use of medications for diabetes and cardiovascular risk factors among 25,733 people with diabetes

... 42,45 highlighted the importance of monitoring and prioritising advice on healthy lifestyle (e.g., physical activity) for behaviour change. Therefore, lifestyle risk factors need to be monitored with an appropriate balance of assessment and advicerelated indicators in primary care.Data on lifestyle risk factors are collected mainly through population-based surveys or as part of lifestyle intervention studies for research or population-level monitoring purposes.[43][44][45][46] Therefore, there is a need for real time data on monitoring of lifestyle risk factors at the individual level to track their behaviours, follow up with tailored messages, and ultimately sustain their behaviour change. ...

Intensive Lifestyle Intervention for Remission of Early Type 2 Diabetes in Primary Care in Australia: DiRECT-Aus
  • Citing Article
  • October 2023

Diabetes Care

... The results of an Australian population support this need for better support for older people to access remote modes of care. [27] Willingness to use telemedicine in future was high in the recipients as well as the health care providers during COVID-19 pandemic in UK. [28] The findings from a Saudi study showed that 70.6% of participants were aware of the existence of virtual clinics and onethird of the participants had virtual consultations during the post-pandemic era. [29] Over 90% Saudis preferred having virtual appointments through telephone and video calls using hospitalprovided platforms rather than in-person visits according to a recent study. ...

Patient use, experience and satisfaction with telehealth in an Australian population: The Reimagining Healthcare Survey (Preprint)

Journal of Medical Internet Research