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The International Journal of the Royal Society of Thailand
              Volume XI - 2019



































                        Figure 2 Timeline of development of precision medicine in kidney disease.


                      Adapted from references (Niel and Bastard, 2019; Saez-Rodriguez et al.,
              2019) Abbreviations: AI, Artificial intelligence; ANN, artificial neural network;
              WGP, whole genome project; GWAS, Genome-wide association study; scRNA,
              single cell RNA; AKI, acute kidney injury.


              Genomics

                      In the past, most genetic studies in nephrology focused on genetic mutation
              and polymorphisms. For example, Leaf et al. conducted a study of association

              between heme oxygenase-1 (HO-1) enzyme polymorphism and risk of AKI in
              post cardiac surgery patients (Curtis and Agarwal, 2016; Leaf et al., 2016). They
              demonstrated that AKI patients had longer GT repeats than non-AKI patients.
              This is a good example of using precision medicine concept to identify high risk
              AKI patients and guide the intervention.
                      About twenty-year ago the whole genome sequencing (WGS) was completed.

              We thought that by knowing all DNA sequence would lead to massive discovery
              of pathology of the diseases, but it would not. Because DNA sequences of human
              cells do not change with pathologic conditions but the expression of genes does.
              Therefore, WGS alone cannot demonstrate the exact functions and mechanisms



              58                                                Precision Medicine in Acute kidney injury




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