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Biology subjects

Hasson, P.

Publications and source records attributed to Hasson, P..

9 recordsLinked to original sources

An AI-assisted platform for quantitative histopathological analysis in interstitial lung disease

Interstitial lung diseases (ILDs) are heterogeneous pulmonary disorders characterized by chronic inflammation and/or fibrosis. 30-40% of ILD patients develop fibrotic disease that is associated with progressive respiratory decline and poor prognosis, particularly in idiopathic pulmonary fibrosis. Current antifibrotic therapies slow disease progression but do not reverse fibrosis, highlighting the need for improved therapeutic strategies. Robust histopathological evaluation in preclinical models is essential for drug development; however, conventional scoring systems are semi-quantitative, labor-intensive, subject to inter-observer variability, and rely on limited field sampling. Here, we introduce FibroSight, a standalone platform for compartment-resolved quantification of lung remodeling in Sirius Red-stained sections. By integrating deep learning- based structural segmentation with color-based feature extraction, FibroSight enables highly automated whole-lobe analysis without requiring complex computational setup. The platform quantifies complementary remodeling parameters, including parenchymal collagen fraction, parenchymal tissue density, nuclear area fraction, parenchymal airspace fraction, and airway- and vascular-associated remodeling. Validated in the bleomycin-induced fibrosis model, FibroSight-derived metrics strongly correlated with expert Ashcroft scoring and showed stronger associations with histological severity than corresponding outputs from a semi-automated ImageJ-based workflow. The platform further distinguished inflammatory from fibrotic remodeling in influenza-induced lung injury and demonstrated translational proof-of-concept applicability in human ILD biopsy specimens. By enabling scalable, reproducible, and multi-compartment histological quantification, FibroSight provides a practical framework for objective assessment of lung remodeling. This approach expands conventional fibrosis evaluation by integrating fibrotic, inflammatory, airway, and vascular-associated readouts, supporting more precise analysis of disease mechanisms and therapeutic responses in preclinical and translational ILD research.

pathology↗

Hypertension-mediated cardiac fibrosis is a mechanical process initiated by smooth muscle cells

Hypertension represents the most prevalent chronic cardiovascular condition, typically culminating in pathological cardiac remodeling characterized by hypertrophy and extensive fibrosis. Although the cellular phenotypes associated with these changes are well-documented, the precise mechanisms by which hypertensive stress is sensed and transduced into a fibrotic program remain poorly defined. To elucidate these mechanisms, we investigated the role of Lysyl oxidase (LOX), an extracellular matrix (ECM)-modifying enzyme that is upregulated during hypertensive stress and associated with cardiovascular diseases. By employing cell-type specific Cre-Lox technology to conditionally delete Lysyl oxidase in either smooth muscle cells (SMCs) or fibroblasts, the primary ECM-secreting cell populations, we demonstrate that fibroblast-specific Lox deletion had no significant impact on the progression of cardiac fibrosis. Conversely, SMC-specific Lox deletion selectively inhibited the fibrotic response without affecting other remodeling parameters, such as cardiac hypertrophy. Notably, in the SMC-specific Lox knockout hearts, fibrosis was restricted to the perivascular niche and failed to propagate into the cardiac interstitium. We find that this transition is a mechanical, ECM-dependent process initiated by SMCs. Our results identify SMCs, rather than fibroblasts, as the primary sensors and initiators of the hypertensive fibrotic response. These findings demonstrate that fibrosis can be uncoupled from other hypertensive manifestations and identify SMC-mediated ECM modification as a potential therapeutic target for treating hypertensive heart disease.

cell biology↗

Intracellular delivery of full-length antibodies via organ targeted lipid nanoparticles

Antibodies are proteins prized for their ability to bind to extracellular antigens with exceptionally high affinities and specificities. These features have motivated researchers to utilize antibody-antigen binding to inhibit intracellular disease targets in the proteome, yet delivery of antibodies into the cytosol of cells has long been a considerable challenge. Here, we outline the development of a novel lipid nanoparticle (LNP) platform for delivering antibodies into cells to selectively inhibit disease-relevant cytosolic targets. This approach efficiently delivers various therapeutic antibodies into multiple cancer cell lines, inhibiting key transcription factors in inflammatory and cancer signaling pathways. We further demonstrate systemic delivery of therapeutic antibodies in disease models, including alpha-synuclein-specific antibodies for Parkinsons disease and RelA-specific IgGs for acute lung injury using targeted LNP formulations. This work establishes a promising method for using LNPs for the delivery of antibody and antibody-derived therapeutics intracellularly to treat numerous proteome targets.

bioengineering↗

FibroTrack: A Standalone Deep Learning Platform for Automated Fibrosis Quantification in Muscle and Cardiac Histology

Accurate fibrosis quantification is essential for understanding muscle and cardiac disease, yet current manual and semi-automated methods remain slow, subjective, and poorly reproducible. We introduce FibroTrack, a standalone deep learning platform with a graphical user interface (GUI) that fully automates fibrosis analysis across Sirius Red (SR), Massons Trichrome (MT), and immunohistochemistry (IHC) stainings. FibroTrack uniquely integrates LAB (lightness, green-red, blue-yellow) color space normalization with a You Only Look Once version 11 (YOLOv11) segmentation model trained on 2,034 histological images. This approach achieved >97% precision and demonstrated excellent concordance with blinded pathologists (Spearman correlation, r = 0.87-0.96). Automated outputs include segmented images and structured spreadsheets, ensuring high reproducibility and scalability. By combining advanced color analysis with state-of-the-art segmentation in an accessible tool, FibroTrack provides a novel, accurate, and clinically relevant solution for high-throughput fibrosis quantification in both preclinical research and pathology practice.

pathology↗

Fibroblast diversification is an embryonic process dependent on muscle contraction

Fibroblasts are the most common cell type found in connective tissues, known to play major roles in development, homeostasis, regeneration and disease. Although specific fibroblast subpopulations were associated with different biological processes, the mechanisms and unique activities underlying their diversity has not been thoroughly examined. Turning to skeletal muscle development, we set to dissect the variation of muscle-resident fibroblasts (mrFibroblasts). Our results demonstrate mrFibroblasts diversify following the transition from embryonic to fetal myogenesis prior to birth. We find mrFibroblast segregate into two major subpopulations occupying distinct niches, with interstitial fibroblasts residing between the muscle fibers, and delineating fibroblasts sheathing the muscle mass. We further show these subpopulations entail distinct cellular dynamics and transcriptomes. Notably, we find mrFibroblast subpopulations exert distinct regulatory roles on myoblast proliferation and differentiation. Finally, we demonstrate this diversification depends on muscle contraction. Altogether, these findings establish mrFibroblast diversify in a spatio-temporal embryonic process into distinct cell types, entailing different characteristics and roles.

developmental biology↗

Coordination between cytoskeletal organization, cell contraction and extracellular matrix development, is depended on LOX for aneurysm prevention

Distinct, seemingly independent, cellular pathways affecting intracellular machineries or extracellular matrix (ECM) deposition and organization, have been implicated in aneurysm formation. One of the key genes associated with the pathology in both humans and mice is Lysyl oxidase (LOX), a secreted ECM-modifying enzyme, highly expressed in medial vascular smooth muscle cells. To dissect the mechanisms leading to aneurysm development, we conditionally deleted Lox in smooth muscle cells. We find that cytoskeletal organization is lost following Lox deletion. Cell culture assays and in vivo analyses demonstrate a cell-autonomous role for LOX affecting myosin light chain phosphorylation and cytoskeletal assembly resulting in irregular smooth muscle contraction. These results not only highlight new intracellular roles for LOX, but notably they link between multiple processes leading to aneurysm formation suggesting LOX coordinates ECM development, cytoskeletal organization and cell contraction required for media development and function.

cell biology↗

Initiation of fibronectin fibrillogenesis is an enzyme-dependent process

Fibronectin fibrillogenesis and mechanosensing both depend on integrin-mediated force transmission to the extracellular-matrix. However, force transmission is in itself dependent on fibrillogenesis, and fibronectin fibrils are found in soft embryos where high forces cannot be applied, suggesting that force cannot be the sole initiator of fibrillogenesis. Here we identify a nucleation step prior to force transmission, driven by fibronectin oxidation mediated by lysyl-oxidase enzyme family members. This oxidation induces fibronectin clustering that promotes early adhesion, alters cellular response to soft matrices, and enhances force transmission to the matrix. In contrast, absence of fibronectin oxidation abrogates fibrillogenesis, perturbs cell-matrix adhesion, and compromises mechanosensation. Moreover, fibronectin oxidation promotes cancer cells colony formation in soft agar as well as collective and single-cell migration. These results reveal a force-independent enzyme-dependent mechanism that initiates fibronectin fibrillogenesis, establishing a critical step in cell adhesion and mechanosensing.

cell biology↗

Soft limbal niche maintains stem cell compartmentalization and function through YAP

Stem cells (SCs) decision to self-renew or differentiate largely depends on the external control of their niche. However, the complex mechanisms that underlie this crosstalk are poorly understood. To address this question, we focused on the corneal epithelial SC model in which the SC niche, known as the limbus, is spatially segregated from the differentiation compartment. We report that the unique biomechanical property of the limbus supports the nuclear localization and function of Yes-associated protein (YAP), a putative mediator of the mechanotransduction pathway. Perturbation of tissue stiffness or YAP activity affects SC function as well as tissue integrity under homeostasis and significantly inhibited the regeneration of the SC population following SC depletion. In vitro experiments revealed that substrates with the rigidity of the corneal differentiation compartment inhibit YAP localization and induce differentiation, a mechanism that is mediated by the TGF{beta}-SMAD2/3 pathway. Taken together, these results indicate that SC sense biomechanical niche signals and that manipulation of mechano-sensory machinery or its downstream biochemical output may bear fruits in SC expansion for regenerative therapy. HighlightsO_LIYAP is essential for limbal SC function, regeneration, and dedifferentiation C_LIO_LILox over-expression stiffens the limbal niche, affects SC phenotype and corneal integrity C_LIO_LICorneal rigidity represses YAP and stemness in a SMAD2/3-dependent manner C_LIO_LIManipulation of mechanosensory or TGF-{beta} pathway influences limbal SC expansion in vitro C_LI

cell biology↗

Fibroblast fusion to the muscle fiber regulates myotendinous junction formation

Vertebrate muscles and tendons are derived from distinct embryonic origins yet they must interact in order to facilitate muscle contraction and body movements. How robust muscle tendon junctions (MTJs) form to be able to withstand contraction forces is still not understood. Using techniques at a single cell resolution we reexamined the classical view of distinct identities for the tissues composing the musculoskeletal system. We identified fibroblasts that have switched on a myogenic program and demonstrate these dual identity cells fuse into the developing muscle fibers along the MTJs facilitating the introduction of fibroblast-specific transcripts into the elongating myofibers. We suggest this mechanism resulting in a hybrid muscle fiber, primarily along the fiber tips, enables a smooth transition from muscle fiber characteristics towards tendon features essential for forming robust MTJs. We propose that dual characteristics of junctional cells could be a common mechanism for generating stable interactions between tissues throughout the musculoskeletal system.

developmental biology↗