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Hager Gaouda

Publications and source records attributed to Hager Gaouda.

2 recordsLinked to original sources

Photon Absorption Remote Sensing Virtual Histopathology: A Preliminary Exploration of Diagnostic Equivalence to Gold-Standard H&E Staining in Skin Cancer Excisional Biopsies

Photon Absorption Remote Sensing (PARS) enables label-free imaging of subcellular morphology by observing biomolecule specific absorption interactions. Coupled with deep-learning, PARS produces label-free virtual Hematoxylin and Eosin (H&E) stained images in unprocessed tissues. This study evaluates the diagnostic performance of PARS virtual H&E images in excisional skin biopsies, including Squamous (SCC), Basal (BCC) Cell Carcinoma, and normal skin. Sixteen unstained formalin-fixed paraffin-embedded skin excisions were PARS imaged, virtually H&E stained, then chemically stained and imaged at 40x. Seven fellowship trained dermatopathologists assessed all images. Example PARS and chemical H&E whole-slide images from this study are available at the BioImage Archive (https://doi.org/10.6019/S-BIAD2324). Concordance analysis indicates 95.5% agreement between primary diagnoses from PARS versus H&E images (Cohen's k=0.93). Inter-rater reliability was near-perfect for both image types (Fleiss' k=0.89 for PARS, k=0.80 for H&E). For subtype classification, agreement was near-perfect 91% (k=0.73) for SCC and was perfect for BCC. For malignancy confinement (e.g., cancer margins), agreement was 92% between PARS and H&E (k=0.718). During assessment dermatopathologists could not reliably distinguish image origin (PARS vs. H&E), and diagnostic confidence was equivalent. Inter-rater reliability for PARS virtual H&E was consistent with reported histologic evaluation benchmarks. These results indicate that PARS virtual histology may be diagnostically equivalent to chemical H&E staining in dermatopathology diagnostics, while enabling assessment directly from unlabeled slides. In turn, the label-free PARS virtual H&E imaging workflow may preserve tissue for downstream analysis while producing data well-suited for AI integration potentially accelerating and enhancing skin cancer diagnostics.

q-bio.QM

Label-Free Non-Contact Structural and Functional Vascular Imaging using Photon Absorption Remote Sensing

Vascular imaging is critical for understanding human health and disease. Most established non-contact and label-free optical techniques capture predominantly structural information about vasculature. However, in many pathologies, functional changes often precede visible morphological changes. This limits the ability of established modalities to prevent negative patient outcomes. In this study, a new in vivo Photon Absorption Remote Sensing (PARS) microscope is proposed. PARS enables the label-free non-contact structural and functional imaging of vascular structures and their microenvironment. PARS aims to capture the dominant light matter interactions surrounding an absorption event including both non-radiative and radiative relaxation. System performance is demonstrated through wide field of view in vivo imaging of vascular contrast in both mouse ear and chicken embryo. Additionally, video rate imaging of chicken embryo capillaries shows first feasibility for blood flow measurement using PARS. This work represents a promising step for vascular imaging techniques where there is significant demand for a method of non-contact label-free functional imaging.

physics.med-ph