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Perspectives before incremental trans-disciplinary cross-validation of clinical self-evaluation tools and functional MRI in psychiatry: 10 years later

Drozdstoy Stoyanov

2022Frontiers in Psychiatry15 citationsDOIOpen Access PDF

Abstract

Translational validity (or trans-disciplinary validity) is defined as one possible approach to achieving incremental validity by combining simultaneous clinical state-dependent measures and functional MRI data acquisition. It is designed under the assumption that the simultaneous administration of the two methods may produce a dataset with enhanced synchronization and concordance. Translational validation aims at "bridging" the explanatory gap by implementing validated psychometric tools clinically in the experimental settings of fMRI and then translating them back to clinical utility. Our studies may have identified common diagnostic task-specific denominators in terms of activations and network modulation. However, those common denominators need further investigation to determine whether they signify disease or syndrome-specific features (signatures), which, at the end of the day, raises one more question about the poverty of current conventional psychiatric classification criteria. We propose herewith a novel algorithm for translational validation based on our explorative findings. The algorithm itself includes pre-selection of a test based on its psychometric characteristics, adaptation to the functional MRI paradigm, exploration of the underpinning whole brain neural correlates in healthy controls as compared to a patient population with certain diagnoses, and finally, investigation of the differences between two or more diagnostic classes.

Topics & Concepts

ConcordanceIncremental validityMedical diagnosisPsychologyExternal validityMedicineBridging (networking)Machine learningClinical psychologyCognitive psychologyPsychometricsArtificial intelligenceConstruct validityComputer sciencePathologySocial psychologyInternal medicineComputer networkFunctional Brain Connectivity StudiesAdvanced MRI Techniques and ApplicationsHealth Systems, Economic Evaluations, Quality of Life