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Cardiovascular Risk Stratification in Diabetic Retinopathy via Atherosclerotic Pathway in COVID-19/Non-COVID-19 Frameworks Using Artificial Intelligence Paradigm: A Narrative Review.
Munjral, Smiksha; Maindarkar, Mahesh; Ahluwalia, Puneet; Puvvula, Anudeep; Jamthikar, Ankush; Jujaray, Tanay; Suri, Neha; Paul, Sudip; Pathak, Rajesh; Saba, Luca; Chalakkal, Renoh Johnson; Gupta, Suneet; Faa, Gavino; Singh, Inder M; Chadha, Paramjit S; Turk, Monika; Johri, Amer M; Khanna, Narendra N; Viskovic, Klaudija; Mavrogeni, Sophie; Laird, John R; Pareek, Gyan; Miner, Martin; Sobel, David W; Balestrieri, Antonella; Sfikakis, Petros P; Tsoulfas, George; Protogerou, Athanasios; Misra, Durga Prasanna; Agarwal, Vikas; Kitas, George D; Kolluri, Raghu; Teji, Jagjit; Al-Maini, Mustafa; Dhanjil, Surinder K; Sockalingam, Meyypan; Saxena, Ajit; Sharma, Aditya; Rathore, Vijay; Fatemi, Mostafa; Alizad, Azra; Viswanathan, Vijay; Krishnan, Padukode R; Omerzu, Tomaz; Naidu, Subbaram; Nicolaides, Andrew; Fouda, Mostafa M; Suri, Jasjit S.
  • Munjral S; Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA 95661, USA.
  • Maindarkar M; Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA 95661, USA.
  • Ahluwalia P; Department of Biomedical Engineering, North Eastern Hill University, Shillong 793022, India.
  • Puvvula A; Max Institute of Cancer Care, Max Super Specialty Hospital, New Delhi 110017, India.
  • Jamthikar A; Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA 95661, USA.
  • Jujaray T; Annu's Hospitals for Skin and Diabetes, Nellore 524101, India.
  • Suri N; Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA 95661, USA.
  • Paul S; Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA 95661, USA.
  • Pathak R; Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, CA 95616, USA.
  • Saba L; Mira Loma High School, Sacramento, CA 95821, USA.
  • Chalakkal RJ; Department of Biomedical Engineering, North Eastern Hill University, Shillong 793022, India.
  • Gupta S; Department of Computer Science Engineering, Rawatpura Sarkar University, Raipur 492015, India.
  • Faa G; Department of Radiology, Azienda Ospedaliero Universitaria, 40138 Cagliari, Italy.
  • Singh IM; oDocs Eye Care Research Laboratory, Dunedin 9013, New Zealand.
  • Chadha PS; CSE Department, Bennett University, Greater Noida 201310, India.
  • Turk M; Department of Pathology, Azienda Ospedaliero Universitaria, 09124 Cagliari, Italy.
  • Johri AM; Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA 95661, USA.
  • Khanna NN; Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA 95661, USA.
  • Viskovic K; The Hanse-Wissenschaftskolleg Institute for Advanced Study, 27753 Delmenhorst, Germany.
  • Mavrogeni S; Department of Medicine, Division of Cardiology, Queen's University, Kingston, ON K7L 3N6, Canada.
  • Laird JR; Department of Cardiology, Indraprastha APOLLO Hospitals, New Delhi 110001, India.
  • Pareek G; Department of Radiology and Ultrasound, University Hospital for Infectious Diseases, 10 000 Zagreb, Croatia.
  • Miner M; Cardiology Clinic, Onassis Cardiac Surgery Centre, 17674 Athens, Greece.
  • Sobel DW; Heart and Vascular Institute, Adventist Health St. Helena, St. Helena, CA 94574, USA.
  • Balestrieri A; Minimally Invasive Urology Institute, Brown University, Providence, RI 02912, USA.
  • Sfikakis PP; Men's Health Centre, Miriam Hospital Providence, Providence, RI 02906, USA.
  • Tsoulfas G; Rheumatology Unit, National Kapodistrian University of Athens, 15772 Athens, Greece.
  • Protogerou A; Department of Radiology, Azienda Ospedaliero Universitaria, 40138 Cagliari, Italy.
  • Misra DP; Rheumatology Unit, National Kapodistrian University of Athens, 15772 Athens, Greece.
  • Agarwal V; Department of Surgery, Aristoteleion University of Thessaloniki, 54124 Thessaloniki, Greece.
  • Kitas GD; Cardiovascular Prevention and Research Unit, Department of Pathophysiology, National & Kapodistrian University of Athens, 15772 Athens, Greece.
  • Kolluri R; Department of Immunology, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow 226014, India.
  • Teji J; Department of Immunology, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow 226014, India.
  • Al-Maini M; Academic Affairs, Dudley Group NHS Foundation Trust, Dudley DY1 2HQ, UK.
  • Dhanjil SK; Arthritis Research UK Epidemiology Unit, Manchester University, Manchester M13 9PL, UK.
  • Sockalingam M; OhioHealth Heart and Vascular, Columbus, OH 43214, USA.
  • Saxena A; Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL 60611, USA.
  • Sharma A; Allergy, Clinical Immunology and Rheumatology Institute, Toronto, ON L4Z 4C4, Canada.
  • Rathore V; Stroke Monitoring and Diagnostic Division, AtheroPoint™, Roseville, CA 95661, USA.
  • Fatemi M; MV Centre of Diabetes, Chennai 600013, India.
  • Alizad A; Department of Cardiology, Indraprastha APOLLO Hospitals, New Delhi 110001, India.
  • Viswanathan V; Division of Cardiovascular Medicine, University of Virginia, Charlottesville, VA 22904, USA.
  • Krishnan PR; Nephrology Department, Kaiser Permanente, Sacramento, CA 95119, USA.
  • Omerzu T; Department of Physiology & Biomedical Engineering, Mayo Clinic College of Medicine and Science, Rochester, MN 55905, USA.
  • Naidu S; Department of Radiology, Mayo Clinic College of Medicine and Science, Rochester, MN 55905, USA.
  • Nicolaides A; MV Hospital for Diabetes and Professor MVD Research Centre, Chennai 600013, India.
  • Fouda MM; Neurology Department, Fortis Hospital, Bangalore 560076, India.
  • Suri JS; Department of Neurology, University Medical Centre Maribor, 1262 Maribor, Slovenia.
Diagnostics (Basel) ; 12(5)2022 May 14.
Article in English | MEDLINE | ID: covidwho-1855558
ABSTRACT
Diabetes is one of the main causes of the rising cases of blindness in adults. This microvascular complication of diabetes is termed diabetic retinopathy (DR) and is associated with an expanding risk of cardiovascular events in diabetes patients. DR, in its various forms, is seen to be a powerful indicator of atherosclerosis. Further, the macrovascular complication of diabetes leads to coronary artery disease (CAD). Thus, the timely identification of cardiovascular disease (CVD) complications in DR patients is of utmost importance. Since CAD risk assessment is expensive for low-income countries, it is important to look for surrogate biomarkers for risk stratification of CVD in DR patients. Due to the common genetic makeup between the coronary and carotid arteries, low-cost, high-resolution imaging such as carotid B-mode ultrasound (US) can be used for arterial tissue characterization and risk stratification in DR patients. The advent of artificial intelligence (AI) techniques has facilitated the handling of large cohorts in a big data framework to identify atherosclerotic plaque features in arterial ultrasound. This enables timely CVD risk assessment and risk stratification of patients with DR. Thus, this review focuses on understanding the pathophysiology of DR, retinal and CAD imaging, the role of surrogate markers for CVD, and finally, the CVD risk stratification of DR patients. The review shows a step-by-step cyclic activity of how diabetes and atherosclerotic disease cause DR, leading to the worsening of CVD. We propose a solution to how AI can help in the identification of CVD risk. Lastly, we analyze the role of DR/CVD in the COVID-19 framework.
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Full text: Available Collection: International databases Database: MEDLINE Type of study: Cohort study / Observational study / Prognostic study / Reviews Language: English Year: 2022 Document Type: Article Affiliation country: Diagnostics12051234

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Full text: Available Collection: International databases Database: MEDLINE Type of study: Cohort study / Observational study / Prognostic study / Reviews Language: English Year: 2022 Document Type: Article Affiliation country: Diagnostics12051234