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Chan et al. J Transl Genet Genom 2024;8:13-34  https://dx.doi.org/10.20517/jtgg.2023.36                                          Page 129

               time, and frequent changes of care providers had made this approach challenging. The many technological
               advances focusing on procedures have further contributed to the increasing organ-based and fragmented
                                [149]
               healthcare practices .

               Reducing genomic medicine to practice for improving the precision of diagnosis and therapy [150,151]  must be
               aligned with reform in undergraduate/professional education and practice environments to facilitate
                             [117]
               implementation . Genomic medicine is only one of the many facets of person-orientated care which
               begins with good history taking, physical examination, and value-based investigations. This should allow
               physicians to prioritize a list of differential diagnoses followed by definitive or empirical treatment with
               anticipated outcomes, and action plans if the outcome is not achieved. Doctors interested in the field of
               diabetes need to stay abreast of the advances in genomic medicine, data analytics, and drug development
               and learn how to use lay language to communicate probabilities, uncertainties, and complexities. They are
               in the best position to assess the utility of using clinical/genetic risk scores or algorithms to segment patients
               for targeted treatment, exclude hormonal or drug-induced forms of diabetes, and order comprehensive
               genetic profiling to diagnose rare or syndromic forms of diabetes. For research-orientated physicians,
                                [152]
               setting up registers  will provide a powerful tool to assess the values of using new technologies and
               approaches aimed at addressing the many needs of a young person with diabetes [17,101,153-155] . The adoption of
               this person-orientated approach will bring back the science and arts of clinical medicine which is
               particularly relevant to patients with YOD given the implications of misdiagnosis, misclassification, and
               mismatched treatment.


               PRISM: precision medicine to redefine insulin secretion and monogenic diabetes (PRISM) in
               Chinese patients with young-onset diabetes
               Complexity is a key feature in internal medicine. For the same disease, different people can have different
               clinical presentations. For the same clinical presentation, different people can have different underlying
               causes. For the same treatment, different people can have different responses. It is against this background
               that the authors embarked upon a pragmatic 3-year RCT [Precision medicine to redefine insulin secretion
               and monogenic diabetes (PRISM)] where 884 patients with type 2 diabetes diagnosed before the age of 40
               and aged less than 50 years underwent structured clinical assessment and comprehensive biogenetic
               profiling including measurement of HOMA-indices, CP, and GADA to diagnose LADA and assess beta-cell
               function. These patients had genome-wide genotyping for computing polygenic risk scores for beta-cell
               function and complications. They also had targeted gene-sequencing to detect mutations of genes for
               MODY and monogenic diabetes. Other PROMs included psychosocial-behavioral factors and quality of life.
               Half of these patients were randomized to receive 1-year intensive counseling and personalized treatment
               guided by their biogenetic profiles and psychosocial needs, delivered by a specialist-led multidisciplinary
               team in a diabetes center away from busy clinics aimed at attaining multiple treatment targets. After this
               1-year multi-component management [154,156] , these patients will return to their usual clinics for follow-up
               with yearly review at the diabetes center while the other half receive usual care. All patients will undergo re-
               evaluation at 3 years. The primary outcome of PRISM is the incidence of all diabetes-related endpoints and
               the secondary outcome is control of cardiometabolic risk factors https://clinicaltrials.gov/ct2/show/
               NCT04049149. The results will be analyzed within the RE-AIM framework (Reach, Effectiveness, Adoption,
               Implementation and Evaluation)  to inform planners, practitioners, and policymakers about the
                                             [157]
               resources, infrastructure, personnel, logistics, and technology needed to reduce precision medicine in YOD
               to practice and their cost-effectiveness. This project commenced in January 2020 and completed
               recruitment in September 2021, and the 3-year study period will end in September 2024 .
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