3 Case Studies Hematology

Hematology Case Study Collection

Real-world examples of ArcaScience's AI-driven benefit-risk analysis applied to hematology development programs.

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Hematology Programs

Case Study 1 Relapsed/Refractory DLBCL

Anti-CD19 CAR-T

Challenge

Managing severe CRS and ICANS risk against durable complete response benefit in patients who failed 2+ prior lines

ArcaScience Approach

Integrated CRS/ICANS grading data from 750 patients with response durability modeling and healthcare utilization analysis

Results

  • CRS severity prediction model (AUC 0.89)
  • ICANS risk factor identification automated
  • REMS documentation generated in 2 weeks
Case Study 2 Chronic Lymphocytic Leukemia (CLL)

BCL-2 Inhibitor

Challenge

Tumor lysis syndrome risk management during dose ramp-up balanced against deep MRD-negative response rates

ArcaScience Approach

TLS risk-stratified BRA with real-world dose ramp-up safety data from 5,200 patients across 3 indications

Results

  • Automated TLS risk stratification algorithm
  • MRD-negativity benefit quantification
  • 82% reduction in safety narrative preparation
Case Study 3 Sickle Cell Disease

Gene Therapy (Lentiviral)

Challenge

Balancing curative potential against myeloablative conditioning risks and unknown long-term insertional mutagenesis hazard

ArcaScience Approach

Long-term benefit projection integrating vaso-occlusive crisis reduction, hemoglobin levels, and genomic insertion site monitoring

Results

  • 15-year benefit-risk projection model
  • Insertional mutagenesis surveillance framework
  • Supported BLA and conditional MA submissions

Results Across Hematology Programs

70%+

Reduction in BRA Preparation Time

90%+

Accuracy in AE Classification

3x

Faster Regulatory Submissions

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More Hematology Resources

PDF Whitepaper

Hematology BRA Methodology Guide

Slide Deck

Hematology Platform Overview Deck

Regulatory Guide

Hematology Regulatory Landscape

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