Medical Imaging + Omics Integration (Radiogenomics) — Hands-on

Bridge medical imaging with genomics and transcriptomics to build decision-ready radiogenomic models. This hands-on module covers DICOM/PACS workflows, de-identification, segmentation best practices, IBSI-compliant radiomics feature extraction, harmonization across scanners, and multi-omics fusion with rigorous validation. Deliver clinician-ready summaries with interoperable reporting (FHIR/HL7) and governance.

Medical Imaging + Omics Integration (Radiogenomics)

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Session Index Category 5 · Clinical & Translational Bioinformatics

Session 1 — Imaging Foundations & DICOM Session 2 — Segmentation & IBSI Radiomics Session 3 — Radiogenomics & ML Fusion Session 4 — Reporting, FHIR/HL7 & Governance

Session 1

Fee: Rs 21320

Imaging Foundations & DICOM

Modalities & data flow

CT/MRI/PET · WSI (overview) DICOM basics & tags PACS/DICOMweb

Pre-processing & QA

resampling/isotropic voxels bias field/normalization artifact checks

Privacy & de-identification

DICOM de-ID profiles PHI checks linking to omics safely

Session 2

Fee: Rs 25520

Segmentation & IBSI Radiomics

Segmentation approaches

3D Slicer / ITK-SNAP nnU-Net / MONAI (overview) inter-/intra-rater checks

IBSI-compliant features

shape/1st-order GLCM/GLRLM/GLSZM filter banks (LoG/wavelets)

Harmonization & stability

ComBat/scanner effects test–retest/ICC feature pruning

Session 3

Fee: Rs 29720

Radiogenomics & ML Fusion

Linking features to omics

variant/RNA/protein signals feature alignment & curation missing data strategies

Modeling & validation

elastic net/XGBoost/SVM nested CV/calibration ROC/PR/Brier/decision curves

Interpretability & drift checks

SHAP/feature ablation subgroup robustness prospective monitoring

Session 4

Fee: Rs 35320

Reporting, FHIR/HL7 & Governance

Clinician-ready summaries

risk scores & cutoffs limitations & disclaimers visual explainability

Interoperability & IT

FHIR ImagingStudy/Observation HL7, DICOMweb APIs EHR & PACS integration

Governance & deployment

privacy & de-ID SOPs MLOps & change control audit trails & QA

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Medical Imaging + Omics Integration (Radiogenomics) | DICOM, Radiomics & Multi-Omics ML

Medical Imaging + Omics Integration (Radiogenomics) — Hands-on