Myopia progression risk assessment score (MPRAS): a promising new tool for risk stratification

Author:

Manoharan Manoj K.,Thakur Swapnil,Dhakal Rohit,Gupta Satish K.,Priscilla Jacinth J.,Bhandary Shashank K.,Srivastava Alok,Marmamula Srinivas,Poigal Nitish,Verkicharla Pavan K.

Abstract

AbstractTimely identification of individuals “at-risk” for myopia progression is the leading requisite for myopia practice as it aids in the decision of appropriate management. This study aimed to develop ‘myopia progression risk assessment score’ (MPRAS) based on multiple risk factors (10) to determine whether a myope is “at-risk” or “low-risk” for myopia progression. Two risk-score models (model-1: non-weightage, model-2: weightage) were developed. Ability of MPRAS to diagnose individual “at-risk” for myopia progression was compared against decision of five clinicians in 149 myopes, aged 6–29 years. Using model-1 (no-weightage), further 7 sub-models were created with varying number of risk factors in decreasing step-wise manner (1a: 10 factors to 1g: 4 factors). In random eye analysis for model-1, the highest Youden’s J-index (0.63–0.65) led to the MPRAS cut-off score of 41.50–43.50 for 5 clinicians with a sensitivity ranging from 78 to 85% and specificity ranging from 79 to 87%. For this cut-off score, the mean area under the curve (AUC) between clinicians and the MPRAS model ranged from 0.89 to 0.90. Model-2 (weighted for few risk-factors) provided similar sensitivity, specificity, and AUC. Sub-model analysis revealed greater AUC with high sensitivity (89%) and specificity (94%) in model-1g that has 4 risk factors compared to other sub-models (1a–1f). All the MPRAS models showed good agreement with the clinician’s decision in identifying individuals “at-risk” for myopia progression.

Publisher

Springer Science and Business Media LLC

Subject

Multidisciplinary

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Personalized Care in Eye Health: Exploring Opportunities, Challenges, and the Road Ahead for Chatbots;Journal of Personalized Medicine;2023-12-02

2. The problem of myopia in the practice of a family doctor;Spravočnik vrača obŝej praktiki (Journal of Family Medicine);2023-11-30

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