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Klyscz P, Ihl T, Laumeier I, Steinicke M, Endres M, Michelson G, Audebert HJ. Retinal microvascular signs and recurrent vascular events in patients with TIA or minor stroke. Stroke Vasc Neurol 2023; 8:379-386. [PMID: 36858463 PMCID: PMC10647888 DOI: 10.1136/svn-2022-001784] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 02/05/2023] [Indexed: 03/03/2023] Open
Abstract
BACKGROUND AND PURPOSE Retinal pathologies are an independent risk factor for ischaemic stroke, but research on the predictive value of retinal abnormalities for recurrent vascular events in patients with prior stroke is inconclusive. We investigated the association of retinal pathologies with subsequent vascular events. METHODS In a substudy of the Intensified secondary prevention intending a reduction of recurrent events in TIA and minor stroke patients (INSPiRE-TMS) trial, we enrolled patients with recent transient ischaemic attack (TIA) or minor stroke with at least one modifiable risk factor. Primary outcome was the composite of subsequent vascular events. Retinal photographs were taken at baseline and categorised into three different fundus groups by a telemedically linked ophthalmologist. RESULTS 722 patients participated in the current study and 109 major vascular events occurred. After multivariable adjustments, we did not find a significant association between fundus categories and risk for subsequent vascular events (HRs for moderate vascular retinopathy and vascular retinopathy with vessel rarefaction in comparison to no vascular retinopathy 1.03 (95% CI 0.64 to 1.67), p=0.905 and 1.17 (95% CI 0.62 to 2.20), p=0.626). In a selective post hoc analysis in patients with diabetes mellitus and hypertension, patients with vascular retinopathy with vessel rarefaction had a higher risk for recurrent stroke (HR 24.14 (95% CI 2.74 to 212.50), p=0.004). CONCLUSIONS Retinal changes did not predict major subsequent vascular events in patients with recent TIA or minor stroke. Further studies are needed to examine the utility of fundus photography in assessing the risk of stroke recurrence in patients with diabetes mellitus and hypertension.
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Affiliation(s)
- Philipp Klyscz
- Neurology, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Thomas Ihl
- Neurology, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Inga Laumeier
- Neurology, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | | | - Matthias Endres
- Neurology, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Berlin Institute of Health, Berlin, Germany
- Excellence Cluster NeuroCure, Charité-Universitätsmedizin Berlin, Berlin, Germany
- German Center for Neurodegenerative Diseases, partner site Berlin, Germany
- German Center for Cardiovascular Research, partner site Berlin, Germany
| | - Georg Michelson
- Ophthalmology, Friedrich-Alexander-Universität Erlangen-Nürnberg Medizinische Fakultät, Erlangen, Germany
- Talkingeyes & More GmbH, Erlangen, Germany
| | - Heinrich J Audebert
- Neurology, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Center for Stroke Research Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany
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Wang Z, Cao D, Zhuang X, Yao J, Chen R, Chen Y, Zheng K, Lu P, Zhang L. Diabetic Retinopathy May Be a Predictor of Stroke in Patients With Diabetes Mellitus. J Endocr Soc 2022; 6:bvac097. [PMID: 35795810 PMCID: PMC9250809 DOI: 10.1210/jendso/bvac097] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND It is unclear whether diabetic retinopathy (DR) can be a predictor of stroke. In this research context, the objective of our study was to investigate whether there is a significant association between DR and stroke in diabetic patients by meta-analysis. METHODS After a systematic search of studies in electronic databases, we screened all studies reporting the risk of DR status and stroke incidence and calculated their odds ratios (ORs) and hazard ratios (HRs). The effects of type of diabetes and severity of DR were also considered for subgroup analysis. RESULTS We included 19 studies involving 45 495 patients. A pooled HR = 1.62 (1.28-2.06) were found for the risk of DR and stroke in diabetic patients. In a subgroup analysis performed on the type of diabetes, the results showed a significant association between stroke incidence and DR status in patients with type 2 diabetes (T2D) (OR: 1.78; 95% CI, 1.53-2.08), but this association was not conclusive in type 1 diabetes (T1D) (OR: 1.77; 95% CI, 0.48-6.61). The results of the subgroup analysis with diabetes severity showed that both mild and moderate nonproliferative diabetic retinopathy (NPDR) status and severe NPDR and worse status significantly increased the risk of stroke with HRs of 2.01 (1.45-2.78) and 2.27 (1.52-3.39), respectively. CONCLUSION DR status in diabetic patients is associated with an increased risk of stroke. This correlation was robust in patients with T2D, but uncertain in T1D. Based on this result, we have perhaps found the new factor for stroke management, so we analyzed the necessity and advantages of considering DR as a factor for stroke screening and risk management in our studies.
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Affiliation(s)
- Zicheng Wang
- School of Medicine, South China University of Technology, Guangzhou, Guangdong, 510000, China
- Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China
| | - Dan Cao
- Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China
- Guangdong Cardiovascular Institute, Guangzhou, Guangdong, 510000, China
| | - Xuenan Zhuang
- Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China
- Shantou University Medical College, Shantou, Guangdong, 515000, China
| | - Jie Yao
- Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China
- Shantou University Medical College, Shantou, Guangdong, 515000, China
| | - Ruoyu Chen
- Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China
- Southern Medical University, Guangzhou, 510000, China
| | - Yesheng Chen
- Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China
- Guangdong Cardiovascular Institute, Guangzhou, Guangdong, 510000, China
| | - Kangyan Zheng
- Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China
- Shantou University Medical College, Shantou, Guangdong, 515000, China
| | - Peiyao Lu
- Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China
- Guangdong Cardiovascular Institute, Guangzhou, Guangdong, 510000, China
| | - Liang Zhang
- Correspondence: Liang Zhang, MD, School of Medicine, South China University of Technology, Guangzhou, Guangdong, 510000, China; Department of Ophthalmology, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510000, Guangdong, China.
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Drinkwater JJ, Chen FK, Brooks AM, Davis BT, Turner AW, Davis TME, Davis WA. The association between carotid disease, arterial stiffness and diabetic retinopathy in type 2 diabetes: the Fremantle Diabetes Study Phase II. Diabet Med 2021; 38:e14407. [PMID: 32961604 DOI: 10.1111/dme.14407] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Revised: 08/24/2020] [Accepted: 09/11/2020] [Indexed: 11/30/2022]
Abstract
AIM To determine whether macrovascular disease assessed by carotid ultrasonography and arterial stiffness by pulse wave velocity are independently associated with diabetic retinopathy in type 2 diabetes. METHODS A random subgroup of surviving participants with type 2 diabetes from the Fremantle Diabetes Study Phase II were invited to take part in this sub-study in 2018-2019. In addition to standardized questionnaires, a physical examination and fasting biochemical tests, each underwent dilated colour fundus photography, carotid arterial ultrasonography with measurement of the intima-media thickness (IMT) and quantification of the degree of stenosis, and pulse wave analysis calculation of the carotid-femoral pulse wave velocity (cfPWV). The cross-sectional association between arterial disease parameters and diabetic retinopathy was assessed using generalized estimating equation models which enabled both eyes to be included in the analysis. RESULTS Some 270 participants [mean ± sd age 72 ± 9 years, 153 (57%) men and median (IQR) diabetes duration 15 (11-22) years] were included in analysis. Of 524 assessable eyes, 82 (16%) had diabetic retinopathy. In multivariable analysis, significant independent associates of diabetic retinopathy were age at diabetes diagnosis (inversely), HbA1c , insulin treatment and urinary albumin to creatinine ratio (all P ≤ 0.022), as well as cfPWV [odds ratio (OR) 1.13, 95% confidence interval (CI) 1.03, 1.23 per 1 m/s increase; P = 0.008] and common carotid artery (CCA) IMT ≥1 mm (OR 2.95, 95% CI 1.21, 7.23; P = 0.018). CONCLUSIONS The association between diabetic retinopathy and CCA IMT suggests that carotid disease may share cardiovascular risk factors with diabetic retinopathy. The association between diabetic retinopathy and cfPWV may reflect the consequences of altered intravascular haemodynamics.
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Affiliation(s)
- J J Drinkwater
- Medical School, The University of Western Australia, Fremantle Hospital, Fremantle, Australia
| | - F K Chen
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), The University of Western Australia, Nedlands, Australia
- Department of Ophthalmology, Royal Perth Hospital, Perth, Australia
- Department of Ophthalmology, Perth Children's Hospital, Nedlands, Australia
| | - A M Brooks
- Medical School, The University of Western Australia, Fremantle Hospital, Fremantle, Australia
| | - B T Davis
- SKG Radiology, St John of God Hospital, Subiaco, Western Australia, Australia
| | - A W Turner
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), The University of Western Australia, Nedlands, Australia
| | - T M E Davis
- Medical School, The University of Western Australia, Fremantle Hospital, Fremantle, Australia
| | - W A Davis
- Medical School, The University of Western Australia, Fremantle Hospital, Fremantle, Australia
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Hu K, Jiang M, Zhou Q, Zeng W, Lan X, Gao Q, Mei F, Zhao L, Chen F, Wu A, Tao G, Mou C, Ma B. Association of Diabetic Retinopathy With Stroke: A Systematic Review and Meta-Analysis. Front Neurol 2021; 12:626996. [PMID: 33796063 PMCID: PMC8007918 DOI: 10.3389/fneur.2021.626996] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Accepted: 02/08/2021] [Indexed: 01/08/2023] Open
Abstract
Background: The population-based studies conducted thus far do not provide conclusive evidence of the link between diabetic retinopathy (DR) and stroke. The aim of the present systematic review was to determine whether DR is specifically associated with stroke. Methods: MEDLINE, Embase, and Web of Science were systematically searched from their inception to July 31, 2020. All cohort studies that reported associations between the presence of DR and incident stroke were included. The pooled hazard ratios (HRs), pooled risk ratios (RRs), and 95% confidence intervals (CIs) were calculated. Results: The meta-analysis included 19 cohort studies involving 81,452 diabetic patients. The pooled effect size of any DR related to stroke was 1.25 for HR (95% CI: 1.12–1.39; P < 0.0001) and 1.96 for RR (95% CI: 1.60–2.39; P < 0.0001). Subgroup analysis for the type of diabetes yielded pooled HR of 1.29 (95% CI: 1.10–1.50; P = 0.001) in patients with type 2 diabetes mellitus (T2DM). The pooled RR was 2.29 (95% CI: 1.77–2.96; P < 0.0001) in patients with T2DM. Two studies addressed the DR-related stroke among type 1 diabetes mellitus (T1DM) patients. One study found a significant association between DR and stroke (OR: 1.6; 95% CI: 1.1–2.3; P < 0.01), while the other did not identify an association between these two conditions (RR: 1.40; 95% CI: 0.62–2.18; P = 0.178). Conclusions: The presence of DR is associated with an increased risk of stroke in diabetic patients. This correlation is robust in T2DM patients but uncertain in T1DM patients. Our findings indicate that DR is an important biomarker for the prediction of stroke. To further validate the role of DR in stroke-risk stratification, additional research is required on the association between the stage of DR and stroke risk, and more studies including T1DM patients are necessary.
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Affiliation(s)
- Kaiyan Hu
- Evidence-Based Medicine Centre, School of Basic Medical Sciences of Lanzhou University, Lanzhou, China.,Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Mengyao Jiang
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Qi Zhou
- The First Clinical Medical College, Lanzhou University, Lanzhou, China
| | - Weiting Zeng
- Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China
| | - Xuhong Lan
- Department of Critical Care Medicine, Gansu Provincial Hospital, Lanzhou, China
| | - Qianqian Gao
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Fan Mei
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Li Zhao
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Fei Chen
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
| | - Anhu Wu
- The Second Clinical Medical College, Lanzhou University, Lanzhou, China
| | - Gongcai Tao
- The Second Clinical Medical College, Lanzhou University, Lanzhou, China
| | - Chenghua Mou
- Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China.,The Second Clinical Medical College, Lanzhou University, Lanzhou, China
| | - Bin Ma
- Evidence-Based Medicine Centre, School of Basic Medical Sciences of Lanzhou University, Lanzhou, China.,Evidence-Based Nursing Center, School of Nursing, Lanzhou University, Lanzhou, China
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Drinkwater JJ, Chen FK, Brooks AM, Davis BT, Turner AW, Davis TME, Davis WA. Carotid Disease and Retinal Optical Coherence Tomography Angiography Parameters in Type 2 Diabetes: The Fremantle Diabetes Study Phase II. Diabetes Care 2020; 43:3034-3041. [PMID: 33055138 DOI: 10.2337/dc20-0370] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Accepted: 09/13/2020] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To use optical coherence tomography angiography (OCTA) to determine whether retinal microvascular parameters are associated with carotid arterial disease in people with type 2 diabetes. RESEARCH DESIGN AND METHODS Participants (community-based) underwent detailed assessments including carotid ultrasonography and OCTA. Ultrasound images were assessed for mean intima-media thickness (IMT) and the presence of stenosis. OCTA image analysis provided measures of vessel density, foveal avascular zone (FAZ) area, blood flow areas, and retinal thickness. For each OCTA variable, the most parsimonious model was generated using generalized estimating equations, then ipsilateral and contralateral carotid disease-related variables were added to determine their significance. RESULTS A total of 474 eyes from 261 participants (mean ± SD age 72.0 ± 9.3 years, 57.1% males, median diabetes duration 15.4 years [interquartile range 11.1-22.4]) were analyzed. When carotid variables were added to the most parsimonious models, the ipsilateral natural logarithm of common carotid artery IMT (coefficient -2.56 [95% CI -4.76, -0.35], P = 0.023) and presence of any ipsilateral stenosis (-0.82 [-1.48, -0.17], P = 0.014) were statistically significantly associated with a lower parafoveal density in the deep capillary plexus. A mean bifurcation IMT ≥1 mm was associated with a decreased vessel density in the 300-μm ring surrounding the FAZ (coefficient -0.79 [-1.50, -0.08], P = 0.030)). Contralateral carotid disease-related variables were also significantly associated with retinal microvascular parameters. CONCLUSIONS This is the first study to show that carotid disease is an independent associate of retinal microvascular disease assessed by OCTA in type 2 diabetes. Appropriately intensive management of carotid disease may improve the retinal microcirculation.
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Affiliation(s)
- Jocelyn J Drinkwater
- Medical School, The University of Western Australia, Fremantle Hospital, Fremantle, Australia
| | - Fred K Chen
- Lions Eye Institute, Centre for Ophthalmology and Visual Science, The University of Western Australia, Nedlands, Australia.,Department of Ophthalmology, Royal Perth Hospital, Perth, Australia.,Department of Ophthalmology, Perth Children's Hospital, Nedlands, Australia
| | - Alison M Brooks
- Medical School, The University of Western Australia, Fremantle Hospital, Fremantle, Australia
| | | | - Angus W Turner
- Lions Eye Institute, Centre for Ophthalmology and Visual Science, The University of Western Australia, Nedlands, Australia
| | - Timothy M E Davis
- Medical School, The University of Western Australia, Fremantle Hospital, Fremantle, Australia
| | - Wendy A Davis
- Medical School, The University of Western Australia, Fremantle Hospital, Fremantle, Australia
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Drinkwater JJ, Davis TME, Davis WA. The relationship between carotid disease and retinopathy in diabetes: a systematic review. Cardiovasc Diabetol 2020; 19:54. [PMID: 32375803 PMCID: PMC7201797 DOI: 10.1186/s12933-020-01023-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2020] [Accepted: 04/25/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Since studies of the relationship between carotid disease and diabetic retinopathy (DR) have shown apparent inconsistencies, the aim of this study was to conduct a systematic review of available published data. METHODS Electronic databases were searched independently by two reviewers, according to an iterative protocol, for relevant articles. The search term used was "diabetes AND (carotid disease OR intima-media OR carotid plaque OR carotid stenosis OR carotid arterial disease OR carotid artery disease OR carotid atherosclerosis) AND (retinopathy OR diabetic retinopathy)". RESULTS From 477 publications, 14 studies were included. There were differences in the variables used as markers of carotid disease and DR across the included studies. Ten studies used carotid disease as the dependent variable, and the remainder used DR. All but one study involved cross-sectional data. Most studies reported a statistically significant association between at least one parameter of carotid disease as assessed by ultrasound and DR presence or severity. Only four studies reported no significant association. A common limitation was the use of convenience participant sampling. CONCLUSIONS There appears to be an increased likelihood of DR when there is ultrasonographic evidence of carotid disease, and vice versa. The available studies suggest that there may be a direct relationship between DR and carotid macrovascular disease and/or that these complications co-exist due to shared risk factors. If carotid disease is detected, retinal assessment should be performed. If DR is identified, intensive cardiovascular disease risk management should be considered. Additional longitudinal studies are needed to assess the directionality of the association.
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Affiliation(s)
- Jocelyn J Drinkwater
- Medical School, The University of Western Australia, Fremantle Hospital, P. O. Box 480, Fremantle, WA, 6959, Australia
| | - Timothy M E Davis
- Medical School, The University of Western Australia, Fremantle Hospital, P. O. Box 480, Fremantle, WA, 6959, Australia.
| | - Wendy A Davis
- Medical School, The University of Western Australia, Fremantle Hospital, P. O. Box 480, Fremantle, WA, 6959, Australia
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Drinkwater JJ, Davis TME, Hellbusch V, Turner AW, Bruce DG, Davis WA. Retinopathy predicts stroke but not myocardial infarction in type 2 diabetes: the Fremantle Diabetes Study Phase II. Cardiovasc Diabetol 2020; 19:43. [PMID: 32234054 PMCID: PMC7110810 DOI: 10.1186/s12933-020-01018-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Accepted: 03/19/2020] [Indexed: 12/22/2022] Open
Abstract
Background Microangiopathy in type 2 diabetes (T2D) is associated with cardiovascular disease (CVD), but most relevant studies were performed > 10 years ago. CVD risk factor management has since improved. The aim of this study was to determine whether diabetic retinopathy (DR) and its severity increases stroke and myocardial infarction (MI) risk in a contemporary cohort. Methods Fremantle Diabetes Study Phase II participants with T2D had DR graded from fundus photography at baseline between 2008 and 2011. Subsequent hospitalizations and mortality for MI or stroke were ascertained through validated data linkage to end-2016. Cox regression modelling identified predictors of first stroke and MI including DR presence and severity. Results The 1521 participants with T2D and known DR status (mean age 65.6 years, 52.1% males, median diabetes duration 9.0 years) were followed for a mean of 6.6 years. After excluding those with prior MI/stroke, there were 126 incident MIs among 1393 eligible participants and 53 incident strokes in 1473 eligible participants, respectively. Moderate non-proliferative DR (NPDR) or worse was significantly and independently associated with an increased risk of incident stroke (adjusted hazard ratio 2.55 (95% CI 1.19, 5.47), p = 0.016). Retinopathy presence and severity increased the risk of incident MI in unadjusted models (p ≤ 0.001), but these associations were no longer statistically significant after adjusting for other risk factors. Conclusions Moderate NPDR or worse was associated with an increased risk of first stroke in Australians with T2D. Intensified CVD risk factor management should be considered for patients with at least moderate NPDR.
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Affiliation(s)
- Jocelyn J Drinkwater
- Medical School, The University of Western Australia, Fremantle Hospital, P. O. Box 480, Fremantle, WA, 6959, Australia
| | - Timothy M E Davis
- Medical School, The University of Western Australia, Fremantle Hospital, P. O. Box 480, Fremantle, WA, 6959, Australia.
| | - Valentina Hellbusch
- Medical School, The University of Western Australia, Fremantle Hospital, P. O. Box 480, Fremantle, WA, 6959, Australia
| | - Angus W Turner
- Lions Eye Institute, Nedlands, WA, Australia.,Centre for Ophthalmology and Visual Science, University of Western Australia, Crawley, WA, Australia
| | - David G Bruce
- Medical School, The University of Western Australia, Fremantle Hospital, P. O. Box 480, Fremantle, WA, 6959, Australia
| | - Wendy A Davis
- Medical School, The University of Western Australia, Fremantle Hospital, P. O. Box 480, Fremantle, WA, 6959, Australia
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keshavarzi F, Askarishahi M, Gholamniya Foumani M, Falahzadeh H. Parametric and the Cox risk model in the analysis of factors affecting the time of diagnosis of retinopathy with patients type 2 diabetes. AIMS MEDICAL SCIENCE 2019. [DOI: 10.3934/medsci.2019.2.170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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