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1.
bioRxiv ; 2024 Jul 06.
Artículo en Inglés | MEDLINE | ID: mdl-39005293

RESUMEN

Aging is a major driver of diseases in humans. Identifying features associated with aging is essential for designing robust intervention strategies and discovering novel biomarkers of aging. Extensive studies at both the molecular and organ/whole-body physiological scales have helped determined features associated with aging. However, the lack of meso-scale studies, particularly at the tissue level, limits the ability to translate findings made at molecular scale to impaired tissue functions associated with aging. In this work, we established a tissue image analysis workflow - quantitative micro-anatomical phenotyping (qMAP) - that leverages deep learning and machine vision to fully label tissue and cellular compartments in tissue sections. The fully mapped tissue images address the challenges of finding an interpretable feature set to quantitatively profile age-related microanatomic changes. We optimized qMAP for skin tissues and applied it to a cohort of 99 donors aged 14 to 92. We extracted 914 microanatomic features and found that a broad spectrum of these features, represented by 10 cores processes, are strongly associated with aging. Our analysis shows that microanatomical features of the skin can predict aging with a mean absolute error (MAE) of 7.7 years, comparable to state-of-the-art epigenetic clocks. Our study demonstrates that tissue-level architectural changes are strongly associated with aging and represent a novel category of aging biomarkers that complement molecular markers. Our results highlight the complex and underexplored multi-scale relationship between molecular and tissue microanatomic scales.

3.
Science ; 372(6547)2021 06 11.
Artículo en Inglés | MEDLINE | ID: mdl-34112666

RESUMEN

Next-generation tissue-based biomarkers for immunotherapy will likely include the simultaneous analysis of multiple cell types and their spatial interactions, as well as distinct expression patterns of immunoregulatory molecules. Here, we introduce a comprehensive platform for multispectral imaging and mapping of multiple parameters in tumor tissue sections with high-fidelity single-cell resolution. Image analysis and data handling components were drawn from the field of astronomy. Using this "AstroPath" whole-slide platform and only six markers, we identified key features in pretreatment melanoma specimens that predicted response to anti-programmed cell death-1 (PD-1)-based therapy, including CD163+PD-L1- myeloid cells and CD8+FoxP3+PD-1low/mid T cells. These features were combined to stratify long-term survival after anti-PD-1 blockade. This signature was validated in an independent cohort of patients with melanoma from a different institution.


Asunto(s)
Antineoplásicos Inmunológicos/uso terapéutico , Biomarcadores de Tumor/análisis , Técnica del Anticuerpo Fluorescente , Melanoma/tratamiento farmacológico , Receptor de Muerte Celular Programada 1/antagonistas & inhibidores , Adulto , Anciano , Anciano de 80 o más Años , Antígenos CD/análisis , Antígenos de Diferenciación Mielomonocítica/análisis , Antígeno B7-H1/análisis , Antígenos CD8/análisis , Femenino , Factores de Transcripción Forkhead/análisis , Humanos , Proteínas de Punto de Control Inmunitario/análisis , Macrófagos/química , Masculino , Melanoma/química , Melanoma/inmunología , Melanoma/patología , Persona de Mediana Edad , Pronóstico , Receptor de Muerte Celular Programada 1/análisis , Supervivencia sin Progresión , Receptores de Superficie Celular/análisis , Factores de Transcripción SOXE/análisis , Análisis de la Célula Individual , Subgrupos de Linfocitos T/química , Subgrupos de Linfocitos T/inmunología , Resultado del Tratamiento , Microambiente Tumoral
4.
Ann Surg ; 271(5): e113-e114, 2020 05.
Artículo en Inglés | MEDLINE | ID: mdl-31090564

RESUMEN

: Vascularized composite allotransplantation (VCA) is a relatively new field in reconstructive medicine. Likely a result of the unique tissue composition of these allografts-including skin and often a bone marrow component-the immunology and rejection patterns do not always mimic those of the well-studied solid organ transplantations. While the number and type of VCAs performed is rapidly expanding, there is still much to be discovered and understood in the field. With more patients, new findings and patterns emerge and add to our understanding of VCA. Here, we present a case report of an upper extremity transplant recipient with trauma-induced rejection.


Asunto(s)
Amputación Traumática/cirugía , Brazo/trasplante , Traumatismos por Explosión/cirugía , Rechazo de Injerto/diagnóstico , Alotrasplante Compuesto Vascularizado , Humanos , Inmunosupresores/uso terapéutico , Masculino , Estados Unidos , Veteranos
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