ゾンビ細胞の形状とサブタイプ特定(Are ‘Zombie’ Skin Cells Harmful or Helpful?)

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2025-04-25 ジョンズ・ホプキンス大学 (JHU)

Skin-related fibroblasts with nuclei stained green and f-actin stained red.

ジョンズ・ホプキンス大学の研究チームは、皮膚の老化細胞(ゾンビ細胞)を3つのサブタイプに分類し、それぞれ異なる形状やバイオマーカー、機能を持つことを発見しました。20~90歳のドナーから採取した皮膚線維芽細胞を用い、DNA損傷による老化を誘導後、機械学習と画像解析で特徴を分析。「C10」と呼ばれるサブタイプは高齢者に多く、既存薬に耐性があることが判明。成果は『Science Advances』誌に掲載されました。

<関連情報>

加齢ヒト真皮線維芽細胞における老化の機能的サブタイプは単一細胞形態に規定される Single-cell morphology encodes functional subtypes of senescence in aging human dermal fibroblasts

Pratik Kamat, Nico Macaluso, Yukang Li, Anshika Agrawal, […] , and Jude M. Phillip
Science Advances  Published:25 Apr 2025
DOI:https://doi.org/10.1126/sciadv.ads1875

Abstract

Cellular senescence, a hallmark of aging, reveals context-dependent phenotypes across multiple biological length scales. Despite its mechanistic importance, identifying and characterizing senescence across cell populations is challenging. Using primary dermal fibroblasts, we combined single-cell imaging, machine learning, several induced senescence conditions, and multiple protein biomarkers to define functional senescence subtypes. Single-cell morphology analysis revealed 11 distinct morphology clusters. Among these, we identified three as bona fide senescence subtypes (C7, C10, and C11), with C10 exhibiting the strongest age dependence within an aging cohort. In addition, we observed that a donor’s senescence burden and subtype composition were indicative of susceptibility to doxorubicin-induced senescence. Functional analysis revealed subtype-dependent responses to senotherapies, with C7 being most responsive to the combination of dasatinib and quercetin. Our single-cell analysis framework, SenSCOUT, enables robust identification and classification of senescence subtypes, offering applications in next-generation senotherapy screens, with potential toward explaining heterogeneous senescence phenotypes based on the presence of senescence subtypes.

細胞遺伝子工学
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