FMRP-LEAN: A HIPAA-Compliant AI-Augmented LIMS Architecture for End-to-End Clinical Assay Workflow Optimization
Clinical biomarker workflows in translational research settings often rely on spreadsheet-driven tracking, manual quality control (QC) reconciliation, and loosely integrated systems, resulting in limited state visibility, delayed reporting, and increased operational risk. These challenges are particularly pronounced in multi-day assays such as Luminex-based quantification of Fragile X Messenger Ribonucleoprotein (FMRP), where HIPAA-compliant data governance, deterministic workflow progression, and coordinated communication across laboratory and clinical teams are required. This paper presents
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 47%2MM: AI Roundup: Food and Drug Administration reviews liver injury prediction tool, Joint Commission launches healthcare artificial intelligence certification, governance playbooks aim to standardize adoption, and pediatric hospitals bring generative tools to t - 2 Minute Medicine →
- PossiblePossibly related (embedding) · 47%ScienceSoft’s HIPAA-compliant AI voice scheduler built on AWS →
- PossiblePossibly related (embedding) · 47%Reproducibility in Computational Biology: Best Practices for AI and ML Workflows - Technology Networks →
- FuzzySimilar title/name (fuzzy) · 87%fengshao1227/ccg-workflow →
“Fuzzy title match (0.94): “FMRP-LEAN: A HIPAA-Compliant AI-Augmented LIMS Architecture ” ≈ “fengshao1227/ccg-workflow””
- LinkedLinked via arxiv author · 85%Eva McCord →
“FMRP-LEAN: A HIPAA-Compliant AI-Augmented LIMS Architecture for End-to-End Clinical Assay Workflow Optimization”
- LinkedLinked via arxiv author · 85%Ernest Pedapati →
“FMRP-LEAN: A HIPAA-Compliant AI-Augmented LIMS Architecture for End-to-End Clinical Assay Workflow Optimization”
- LinkedLinked via arxiv author · 85%Zag ElSayed →
“FMRP-LEAN: A HIPAA-Compliant AI-Augmented LIMS Architecture for End-to-End Clinical Assay Workflow Optimization”
