S. P. Duffy

Deep Learning-based Automated Rare Sperm Identification from Testes Biopsies

The paper develops a CNN to detect rare sperm in testis biopsies, achieving an 85.2% F1 score, which could improve IVF-ICSI success rates for NOA patients.

Deep Learning Image Classification of Red Blood Cell Deformability

This paper develops a deep learning model to classify red blood cell deformability from single-cell microscope images, achieving high accuracy comparable to specialized equipment.

Degradation of Red Blood Cell Deformability during Cold Storage in Blood Bags

This study measures RBC deformability loss during cold storage and finds donor-dependent variations, particularly accelerated loss in male donors beyond 42 days.

Blood Unit Segments Accurately Represent the Biophysical Properties of Red Blood Cells in Blood Bags but Not Hemolysis

This study shows that RBCs sampled from blood unit segments accurately reflect biophysical properties of RBCs in blood bags but not hemolysis over 8 weeks of storage at 4°C.

Selective Cell Propagation via Micropatterning of Thermal-activated Hydrogel

The paper introduces a method to selectively propagate specific cells using hydrogel micropatterning based on imaging features.

Lossless Immunocytochemistry using Photo-polymerized Hydrogel Thin-films

This paper introduces a lossless immunocytochemistry method using photo-polymerized hydrogel thin-films, which preserves cell samples with fewer than 10,000 cells.

Deformability based sorting of stored red blood cells reveals donor-dependent aging curves

The paper develops a microfluidic method to measure RBC deformability and finds donor-specific aging curves that vary across donors.