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Next, stepwise models (p36% in stage one; while Alternative Healthy Eating Index-2010 and Dietary Approaches to Stop Hypertension analyses did not. R2 for HEI-2010 stage two calibration equations were food frequency questionnaire 63.5%, four-day food record 83.1% and 24-hour recall 77.8%; while stage 2 aMED R2 were 34.9-46.8%. Dietary pattern biomarkers have potential for calibrating self-report to enhance diet-disease association studies.High fatty acid reduces insulin secretion in pancreatic β-cells and miR-139-5p is increased in dia