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Radiotherapy plus neoadjuvant and concomitant IL-13Rα2-directed immunotoxin therapy for diffuse intrinsic pontine glioma. 放射治疗加新辅助及同时il - 13r α2导向免疫毒素治疗弥漫性脑桥内胶质瘤。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-15 DOI: 10.1038/s42003-025-09155-9
Julian S Rechberger, Wouter J F Vanbilloen, Leo F Nonnenbroich, Jizhi Ge, Randy S Schrecengost, Rachael A Vaubel, Liang Zhang, David J Daniels

Radiotherapy (RT) is the standard-of-care for diffuse intrinsic pontine glioma (DIPG); however, it functions as a palliative treatment. Interleukin 13 receptor subunit alpha 2 (IL-13Rα2) is upregulated in most DIPG tumors, posing a promising therapeutic target. Immunotherapies harnessing IL-13Rα2 to selectively deliver cytotoxic payloads such as pseudomonas exotoxin A (PE) are safe in DIPG patients and efficacious in preclinical disease models. Here, we used DIPG cell lines and mouse models to compare RT alone with RT plus the IL-13Rα2-targeted PE immunotoxin GB13 (IL13.E13K-PE4E). DNA strand breaks were evaluated by γH2AX and apoptosis, as well as other on-target effects, by Western blot and immunofluorescence. Cell viability and colony formation assays delineated cell viability and proliferation. In vivo efficacy was based on survival of mice with orthotopic tumors. Animals received fractionated focal irradiation and neoadjuvant and concomitant GB13 by convection-enhanced delivery. GB13 improved the efficacy of RT in vitro through inhibition of DNA damage repair and convergent modulation of apoptotic signaling. Combined RT and intratumoral administration of GB13 decreased tumor burden and prolonged survival in orthotopic xenograft and genetically engineered mouse models. These findings indicate that RT plus GB13 is well tolerated and effective, informing future investigation of a novel therapeutic approach for DIPG.

放射治疗(RT)是弥漫性内生性脑桥胶质瘤(DIPG)的标准治疗方法;然而,它的作用是作为一种姑息治疗。白细胞介素13受体亚单位α2 (IL-13Rα2)在大多数DIPG肿瘤中上调,是一个有希望的治疗靶点。利用IL-13Rα2选择性递送细胞毒性载荷如假单胞菌外毒素A (PE)的免疫疗法在DIPG患者中是安全的,在临床前疾病模型中是有效的。本研究采用DIPG细胞系和小鼠模型比较RT单独与RT联合il - 13r α2靶向PE免疫毒素GB13 (IL13.E13K-PE4E)。用γ - h2ax和凋亡检测DNA链断裂,用Western blot和免疫荧光检测其他靶效应。细胞活力和集落形成测定描绘了细胞活力和增殖。体内疗效是基于原位肿瘤小鼠的存活率。动物接受分级局灶照射,并通过对流增强传递新辅助和伴随的GB13。GB13通过抑制DNA损伤修复和凋亡信号的趋同调节提高RT的体外疗效。在原位异种移植和基因工程小鼠模型中,联合放疗和瘤内注射GB13可降低肿瘤负荷并延长生存期。这些研究结果表明,RT + GB13具有良好的耐受性和有效性,为未来研究DIPG的新治疗方法提供了信息。
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引用次数: 0
The Late Quaternary climate impact on the genome of the woodland strawberry (Fragaria vesca), a perennial herb. 晚第四纪气候对多年生草本植物林地草莓基因组的影响。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-15 DOI: 10.1038/s42003-026-09539-5
Tuomas Toivainen, J Sakari Salonen, Jonathan Kirshner, Sergei Lembinen, Hanne De Kort, Annina Lyyski, Patrick P Edger, Hrannar Smári Hilmarsson, Jón Hallsteinn Hallsson, Daniel J Sargent, Klaus Olbricht, José F Sánchez-Sevilla, Laura Jaakola, Johan A Stenberg, Boris Duralija, Juozas Labokas, Henry Väre, Jarkko Salojärvi, Petri Auvinen, David Posé, Victor A Albert, Timo Hytönen

Genomes record past climatic impact on species' range shifts, admixture, refugial isolation, and adaptative evolution. However, these processes are poorly understood in perennial herbaceous species forming a dominant group of temperate flora. We present a demographic history of the perennial herb woodland strawberry (Fragaria vesca L.) reconstructed from 200 genomes spanning most of its European range. Temporal population structure reveals a strong division into western and eastern genetic clusters along a longitudinal climatic gradient, with eastern core populations showing greater resilience during glaciations. Divergence patterns indicate that postglacial recolonization of western and eastern Europe occurred from distinct refugia in multiple waves. The current largest, admixed populations from the Mediterranean to northern Europe form a continuous chain maintained by east-west gene flow through Central Europe, with historical migration patterns indicating comparable connections during earlier interglacials. Our reconstruction of woodland strawberry's climatic history with high temporal resolution reveals how the late Pleistocene core-periphery dynamics shaped its survival and genome evolution under climate change. The data points to populations that are essential for maintaining the long term genetic diversity of the species and opens new avenues to understand climatic adaptation of temperate flora.

基因组记录了过去气候对物种范围转移、混合、避难隔离和适应性进化的影响。然而,这些过程在形成温带植物区系优势群的多年生草本物种中了解甚少。我们介绍了多年生草本林地草莓(Fragaria vesca L.)的人口统计学历史,重建了200个基因组,跨越了大部分欧洲范围。种群结构在纵向气候梯度上明显分为西部和东部遗传群,东部核心种群在冰期表现出更强的恢复力。分化模式表明,西欧和东欧的冰期后再殖民发生在不同的难民潮中。目前最大的从地中海到北欧的混合种群形成了一个连续的链,由中欧的东西基因流动维持,历史上的迁移模式表明在早期的间冰期有类似的联系。我们对林地草莓的气候历史进行了高时间分辨率的重建,揭示了晚更新世核心-外围动态如何在气候变化下影响其生存和基因组进化。这些数据指向了维持物种长期遗传多样性所必需的种群,并为了解温带植物群的气候适应开辟了新的途径。
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引用次数: 0
IL-15 overexpression promotes memory program and anti-tumor activity of CD64 CAR T cells in a preclinical AML model. IL-15过表达促进临床前AML模型中CD64 CAR - T细胞的记忆程序和抗肿瘤活性。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-15 DOI: 10.1038/s42003-026-09528-8
Lingling Shan, Chuo Li, Ting Li, Chongkai Wang, Haidong Cui, Aiming Pang, Xiaoming Feng

The prognosis of relapsed or refractory acute myeloid leukemia (r/r AML) patients remains poor due to lack of novel therapies. We previous demonstrated that chimeric antigen receptor (CAR) T cells targeting CD64 have the potential to treat AML with minimal toxicity to hematopoietic stem/progenitor cells. However, the efficacy was limited in AML mouse models. Interleukin-15 (IL-15), a cytokine that promotes T cell survival and proliferation, has been shown to enhance CAR T cell activity. Here, we engineer CD64 CAR T cells with overexpression of IL-15 and evaluate the function. IL-15-armed CAR T cells exhibit enhanced cytolytic activity against AML cells, improve expansion and persistence in vitro, and favor a memory phenotype while reducing exhaustion and apoptosis. In mouse model, IL-15-armed CAR T cells show robust expansion, prolong mouse survival, and no obvious toxicity. These findings suggest that IL-15-armed CD64 CAR T cells may be a promising strategy for r/r AML.

由于缺乏新的治疗方法,复发或难治性急性髓性白血病(r/r AML)患者的预后仍然很差。我们之前已经证明靶向CD64的嵌合抗原受体(CAR) T细胞具有治疗AML的潜力,并且对造血干细胞/祖细胞的毒性最小。然而,在AML小鼠模型中,疗效有限。白细胞介素-15 (IL-15)是一种促进T细胞存活和增殖的细胞因子,已被证明可以增强CAR - T细胞的活性。在这里,我们设计了IL-15过表达的CD64 CAR - T细胞,并评估了其功能。il -15武装的CAR - T细胞表现出增强的抗AML细胞的细胞溶解活性,提高体外扩增和持久性,并有利于记忆表型,同时减少衰竭和凋亡。在小鼠模型中,il -15武装CAR - T细胞扩增强劲,延长小鼠存活时间,且无明显毒性。这些发现表明,il -15武装的CD64 CAR - T细胞可能是治疗r/r AML的一种有希望的策略。
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引用次数: 0
A microphysiological model of human MASLD reveals paradoxical response to resmetirom. 人类MASLD的微生理模型揭示了对resmetime的矛盾反应。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-14 DOI: 10.1038/s42003-025-09484-9
Dominick J Hellen, Jessica Ungerleider, Erin Tevonian, Pierre Sphabmixay, Priyatanu Roy, Nikolaos Meimetis, Federico Presutti, Ashleigh M Williams, Ryan C Ogi, Caroline A Lewis, Jacob Jeppesen, Sixian You, Damien Demozay, Linda G Griffith

Metabolic dysfunction-associated steatotic liver disease (MASLD) is a chronic disease with multiple etiologies, stemming from the interplay between local and systemic genetic, diet, and gene-environment interactions. To understand the progression of MASLD in a controlled setting, we utilized a human liver microphysiological system (MPS) to establish a physiologically relevant metabolic baseline and probe how primary human hepatocytes respond to perturbations in insulin, glucose, and free fatty acids (FFAs). Replicate liver MPS were maintained in media with either 200 pM or 800 pM insulin for up to 3 weeks alone and in combination with standard glucose (5.5 mM), hyperglycemia (11 mM glucose), normal (20 µM) and elevated FFA (100 µM). Together, hyperinsulinemia along with elevated glucose and FFAs, induces the release of pro-inflammatory chemokines, accumulation of triglycerides, and predisposes hepatocytes to insulin resistance. Treatment with the thyroid receptor β agonist resmetirom normalizes hepatic fat content and partially rescues insulin sensitivity, but paradoxically induces higher CXCL1 and IL8 expression in male and female donors. In aggregate, our enhanced in vitro MPS model establishes a metabolic baseline and perturbed condition that recapitulates a spectrum of phenotypes observed in MASLD, offering improved quantification and insight into disease progression with relevance to human physiology.

代谢功能障碍相关脂肪变性肝病(MASLD)是一种多种病因的慢性疾病,源于局部和全身遗传、饮食和基因-环境相互作用的相互作用。为了在受控环境下了解MASLD的进展,我们利用人肝脏微生理系统(MPS)建立了生理相关的代谢基线,并探讨了人肝细胞如何对胰岛素、葡萄糖和游离脂肪酸(FFAs)的扰动做出反应。在200 pM或800 pM胰岛素的培养基中单独维持肝脏MPS长达3周,并与标准葡萄糖(5.5 mM)、高血糖(11 mM葡萄糖)、正常(20µM)和升高的FFA(100µM)联合维持。总之,高胰岛素血症伴随着葡萄糖和游离脂肪酸的升高,诱导促炎趋化因子的释放,甘油三酯的积累,并使肝细胞易发生胰岛素抵抗。甲状腺受体β激动剂雷司替莫治疗可使肝脏脂肪含量正常化,并部分恢复胰岛素敏感性,但矛盾的是,在男性和女性供体中诱导更高的CXCL1和IL8表达。总的来说,我们的增强型体外MPS模型建立了代谢基线和扰动条件,概括了在MASLD中观察到的表型谱,提供了与人类生理学相关的疾病进展的改进量化和洞察。
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引用次数: 0
WDR62 is required for proper proliferation and early differentiation of skeletal myoblasts. WDR62是骨骼肌母细胞正常增殖和早期分化所必需的。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-14 DOI: 10.1038/s42003-026-09537-7
Uda Y Ho, Belal Shohayeb, Hinako Kamei, Matthew J Morris, Yvonne Y Yeap, Dominic Richards, Melissa E Reichelt, Walter G Thomas, Peter G Noakes, S Sean Millard, Dominic C H Ng

WDR62, a centrosome and microtubule associated protein, regulates mitotic spindle formation and centrosome integrity in progenitor cells during development. While its role in neural progenitor differentiation is known, its function in myogenesis remains unclear. Here, we show that WDR62 deficient mice possess smaller skeletal muscles. Following cardiotoxin injury to the tibialis anterior muscle, WDR62 deficient mice show normal satellite cell activation, but display a higher percentage of immature myofibers at day 7 post injury, suggesting premature differentiation. In Drosophila larvae, Wdr62 knockdown in the wing disc increases asymmetric myoblast division resulting in premature differentiation. In C2C12 mouse myoblasts, WDR62 loss leads to decreased myoblast proliferation due to increased centriole numbers and centriole cohesion, and a slight increase in myoblast fusion at day 3 differentiation, which supports premature differentiation. These data implicate WDR62 in maintaining centrosome integrity that is critical for myoblast proliferation and preventing premature differentiation during early stages of myogenesis.

WDR62是一种中心体和微管相关蛋白,在祖细胞发育过程中调节有丝分裂纺锤体的形成和中心体的完整性。虽然它在神经祖细胞分化中的作用是已知的,但它在肌发生中的功能仍不清楚。在这里,我们发现WDR62缺陷小鼠具有较小的骨骼肌。在心脏毒素损伤胫骨前肌后,WDR62缺陷小鼠显示出正常的卫星细胞激活,但在损伤后第7天显示出更高比例的未成熟肌纤维,提示过早分化。在果蝇幼虫中,翼盘Wdr62基因的敲低增加了成肌细胞的不对称分裂,导致过早分化。在C2C12小鼠成肌细胞中,由于中心粒数量和中心粒内聚增加,WDR62缺失导致成肌细胞增殖减少,并且在分化第3天成肌细胞融合略有增加,支持过早分化。这些数据表明WDR62在维持成肌细胞增殖和防止早期肌形成阶段的过早分化的中心体完整性中起着至关重要的作用。
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引用次数: 0
T cell receptor clonotypes predict human leukocyte antigen allele carriage and antigen exposure history. T细胞受体克隆型预测人类白细胞抗原等位基因携带和抗原暴露史。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-13 DOI: 10.1038/s42003-025-09140-2
Hesham ElAbd, Aya K H Mahdy, Eike Matthias Wacker, Maria Gretsova, David Ellinghaus, Astrid Dempfile, Andre Franke

Conventional T cells recognize peptides presented by the human leukocyte antigen (HLA) proteins through their T cell receptors (TCRs). Given that thousands of HLA proteins have been discovered, each presenting thousands of different peptides, decoding the cognate HLA protein of a TCR experimentally is a challenging task. To address this problem, we combined statistical learning methods with a unique dataset of paired T cell repertoires and HLA allotypes for 6,794 individuals. This enabled us to discover 34,206 T cell receptor alpha (TRA) and 891,564 beta (TRB) clonotypes that were associated with 175 unique HLA alleles. The identified clonotypes target prevalent infections, e.g. influenza, cytomegalovirus and Epstein-Barr virus. Utilizing these clonotypes, we develop statistical models that impute the carriership of common HLA alleles from the TRA- or the TRB- repertoire. In conclusion, the identified allele-associated clonotypes encode the HLA fingerprints and the antigenic exposure history of individuals and populations.

传统的T细胞通过它们的T细胞受体(tcr)识别人类白细胞抗原(HLA)蛋白呈递的肽。由于已经发现了数千种HLA蛋白,每种HLA蛋白都有数千种不同的肽,因此通过实验解码TCR的同源HLA蛋白是一项具有挑战性的任务。为了解决这个问题,我们将统计学习方法与6794个人的配对T细胞库和HLA同种异体的独特数据集相结合。这使我们发现了34,206个T细胞受体α (TRA)和891,564个β (TRB)克隆型,这些克隆型与175个独特的HLA等位基因相关。已确定的克隆型针对流行感染,如流感、巨细胞病毒和爱泼斯坦-巴尔病毒。利用这些克隆型,我们开发了统计模型,从TRA-或TRB-库中推算出常见HLA等位基因的携带情况。综上所述,所鉴定的等位基因相关克隆型编码了个体和群体的HLA指纹图谱和抗原暴露史。
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引用次数: 0
Fetal reversion from diverse lineages sustains the intestinal stem cell pool and confers stress resilience. 来自不同谱系的胎儿逆转维持了肠道干细胞库并赋予应激恢复能力。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-13 DOI: 10.1038/s42003-026-09533-x
Sakura Kirino, Fumiya Uefune, Kensuke Miyake, Nobuhiko Ogasawara, Sakurako Kobayashi, Satoshi Watanabe, Yui Hiraguri, Go Ito, Keiichi Akahoshi, Daisuke Ban, Johan H van Es, Hans Clevers, Mamoru Watanabe, Ryuichi Okamoto, Shiro Yui

Plasticity is a central mechanism underlying the robust regenerative capacity of the intestinal epithelium. Two major forms of plasticity have been described: spatial plasticity, in which differentiated cells revert to crypt base columnar cells (CBCs), and fetal reversion into revival stem cells (revSCs). However, the relationship among these two stem cell populations and differentiated cells remains to be clarified. Here, we demonstrated the bidirectional interconversion between CBCs and revSCs. Using lineage tracing, injury models and villus culture, we show that absorptive enterocytes can reprogram into revSCs and regenerate CBCs. These findings position fetal reversion as an entry point to spatial plasticity, establishing a regenerative hierarchy where CBCs, revSCs, and enterocytes collectively orchestrate intestinal repair. Furthermore, we identified revSCs as a highly stress-tolerant stem cell population, whose emergence would preserve the stem cell pool. Our results establish fetal reversion as a cellular escape mechanism safeguarding epithelial regeneration under inflammatory conditions.

可塑性是肠上皮强大再生能力的核心机制。可塑性的两种主要形式被描述为:空间可塑性,其中分化的细胞恢复为隐窝基柱状细胞(CBCs),以及胎儿恢复为再生干细胞(revSCs)。然而,这两种干细胞群与分化细胞之间的关系尚不清楚。在这里,我们证明了CBCs和revsc之间的双向相互转换。通过谱系追踪、损伤模型和绒毛培养,我们发现吸收性肠细胞可以重编程为revSCs并再生CBCs。这些发现将胎儿逆转定位为空间可塑性的切入点,建立了一个再生层次结构,其中CBCs、revSCs和肠细胞共同协调肠道修复。此外,我们发现revSCs是一种高度耐压的干细胞群体,其出现将保护干细胞库。我们的研究结果表明,胎儿逆转是一种在炎症条件下保护上皮再生的细胞逃逸机制。
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引用次数: 0
MAT2A enhances PARN transcription via SRF to accelerate glycolysis and drive malignant progression in osteosarcoma. MAT2A通过SRF增强PARN转录,加速糖酵解并推动骨肉瘤的恶性进展。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-13 DOI: 10.1038/s42003-026-09518-w
Zhinan Ren, Haoming Chen, Qi Qiao, Zehao Xie, Jianhua Hu, Canjun Zeng, Yi Shen, Runguang Li

Osteosarcoma lacks effective molecular targets, and the biological role of MAT2A in this disease remains unclear. Here we show that MAT2A drives osteosarcoma progression by increasing the transcription of the downstream gene PARN. MAT2A interacts with the transcription factor SRF, promotes its SUMO-dependent stabilization in the nucleus, and enhances its ability to activate PARN. A catalytically inactive MAT2A mutant retains this function, indicating a SAM-independent mechanism. MAT2A also elevates aerobic glycolysis in osteosarcoma cells through the PARN-PI3K-AKT pathway, while pharmacological inhibition of MAT2A reduces glycolysis, SRF and PARN expression, and tumor growth in vitro and in vivo. These findings identify a previously unrecognized regulatory mechanism linking MAT2A to transcriptional control and metabolic reprogramming, and highlight MAT2A as a promising therapeutic target for osteosarcoma.

骨肉瘤缺乏有效的分子靶点,MAT2A在该疾病中的生物学作用尚不清楚。本研究表明,MAT2A通过增加下游基因PARN的转录来驱动骨肉瘤的进展。MAT2A与转录因子SRF相互作用,促进其在细胞核中的sumo依赖性稳定,并增强其激活PARN的能力。催化失活的MAT2A突变体保留了这一功能,表明其机制与sam无关。MAT2A还通过PARN- pi3k - akt通路提高骨肉瘤细胞的有氧糖酵解,而药物抑制MAT2A可降低体外和体内糖酵解、SRF和PARN表达以及肿瘤生长。这些发现确定了一种以前未被认识的MAT2A与转录控制和代谢重编程相关的调节机制,并强调了MAT2A作为骨肉瘤有希望的治疗靶点。
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引用次数: 0
A compendium of chromatin interaction maps in the Giant Panda genome. 大熊猫基因组中染色质相互作用图谱的汇编。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-13 DOI: 10.1038/s42003-026-09522-0
Pengliang Liu, Jiaman Zhang, Kailai Cai, Juan Wang, Hong Liu, Liang Zhang, Wei Xu, Yuliang Liu, Fujun Shen, Rong Hou, Yan Li

Elucidating transcriptional regulatory mechanisms within tissues is essential for both physiological and pathological studies of giant panda. Here, we generate transcriptomic profiles and construct 3D genome maps for nine giant panda tissues. For the first time, we describe alterations in 3D genome organization among giant panda tissues, providing evidence for changes of A/B compartmentalization, variations in topologically associating domains, and rewiring of promoter-enhancer interactions. We demonstrate that many 3D genome reorganization events are tissue-specific and these structural changes are associated with tissue-specific expression of genes and tissue-relevant biological functions. Furthermore, we use these 3D genome maps to systematically interpret adaptive evolution in giant panda genome, emphasizing importance of considering the genome as a 3D configuration when dissecting potential functions of DNA sequence variation. Collectively, our study increases understanding of functional regulatory mechanisms of giant panda tissues and provides a foundational dataset for analysis of tissue-specific regulatory networks in giant panda.

阐明组织内的转录调控机制对大熊猫的生理和病理研究至关重要。在此,我们生成了9个大熊猫组织的转录组图谱并构建了三维基因组图谱。我们首次描述了大熊猫组织中三维基因组组织的变化,为A/B区隔化的变化、拓扑相关结构域的变化以及启动子-增强子相互作用的重新布线提供了证据。我们证明了许多三维基因组重组事件是组织特异性的,这些结构变化与组织特异性的基因表达和组织相关的生物学功能有关。此外,我们利用这些三维基因组图谱系统地解释了大熊猫基因组的适应性进化,强调了在剖析DNA序列变异的潜在功能时将基因组作为三维结构考虑的重要性。本研究增加了对大熊猫组织功能调控机制的认识,为分析大熊猫组织特异性调控网络提供了基础数据。
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引用次数: 0
Large scale compound selection guided by cell painting reveals activity cliffs and functional relationships. 在细胞绘画的指导下,大规模的化合物选择揭示了活动悬崖和功能关系。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-01-13 DOI: 10.1038/s42003-025-09500-y
Maxime Sanchez, Nicolas Bourriez, Ihab Bendidi, Ethan Cohen, Ivan Svatko, Elaine Del Nery, Hamza Tajmouati, Guillaume Bollot, Laurence Calzone, Auguste Genovesio

Traditional structure-based pre-screen compound selection relies on the assumption that chemical similarity implies similar biological activity. This paradigm narrows the exploration of chemical space and often fails to account for functional convergence, where structurally diverse compounds act through distinct targets to produce similar phenotypic effects. As a result, compounds with therapeutic potential may be overlooked. To overcome this constraint, we introduce a training-free, transfer learning-based method for large scale compound preselection that leverages deep phenotypic profiling of human cells. Notably, this enables robust pairwise comparison of phenotypic signatures across any source of the entire JUMP-CP, the largest publicly available cell painting dataset (112,480 compounds), preserving biological signals while mitigating batch effects. Validated across 65 high-throughput assays-including in vitro and in cellulo systems-our method provides efficient pre-screen enrichment of biologically active compounds, bypassing the blind spots of structure-centric approaches. Interestingly, because it is large scale, it also allows for a comprehensive analysis of structure-phenotypic activity relationships, revealing potentially thousands of compound activity cliffs, where minimal chemical changes in structure may result in profound phenotypic shifts. We show that these cliffs capture subtle, atom-level determinants of bioactivity that cannot be accessed by structure-based models. Furthermore, we demonstrate that structurally diverse compounds targeting different genes in the same biological pathway can induce either convergent or opposite phenotypes-a phenomenon validated across 30 pathways, hundreds of genes, and thousands of compounds. Finally, to support the broader community, we propose Phenoseeker, a web-based tool enabling instant retrieval of JUMP-CP compounds with similar phenotypic profiles. Together, these findings position phenotypic profiling not merely as a complementary tool, but as a transformative and scalable framework for navigating chemical space through a biological lens. By capturing rich morphological signatures that reflect functional outcomes-regardless of structural similarity-this approach enables the discovery of bioactive compounds, novel mechanisms of action, and unexpected target-pathway relationships. Applied at the scale of the JUMP-CP dataset, phenotypic profiling emerges as a powerful strategy for prioritizing compounds, illuminating activity cliffs, and accelerating the identification of therapeutically relevant candidates across diverse biological contexts.

传统的基于结构的筛选前化合物选择依赖于化学相似性意味着相似的生物活性的假设。这种模式缩小了对化学空间的探索,而且往往无法解释功能趋同,即结构不同的化合物通过不同的靶点起作用,产生相似的表型效应。因此,具有治疗潜力的化合物可能被忽视。为了克服这一限制,我们引入了一种无需训练、基于迁移学习的大规模化合物预选方法,该方法利用人类细胞的深度表型分析。值得注意的是,这使得整个JUMP-CP(最大的公开可用的细胞绘画数据集(112,480种化合物))的任何来源的表型特征进行了稳健的两两比较,在减轻批效应的同时保留了生物信号。通过65项高通量测试(包括体外和纤维素系统)验证,我们的方法提供了高效的生物活性化合物的筛选前富集,绕过了以结构为中心的方法的盲点。有趣的是,由于它是大规模的,它还允许对结构-表型活性关系进行全面分析,揭示潜在的数千种化合物活性悬崖,其中结构上最小的化学变化可能导致深刻的表型变化。我们表明,这些悬崖捕捉到微妙的,原子水平的生物活性的决定因素,不能通过基于结构的模型访问。此外,我们证明了结构不同的化合物在相同的生物途径中靶向不同的基因可以诱导趋同或相反的表型——这一现象在30种途径、数百种基因和数千种化合物中得到了验证。最后,为了支持更广泛的社区,我们提出了一个基于网络的工具,可以即时检索具有相似表型谱的JUMP-CP化合物。总之,这些发现不仅将表型分析作为一种补充工具,而且作为一种通过生物透镜导航化学空间的变革性和可扩展的框架。通过捕获反映功能结果的丰富形态特征-无论结构相似性如何-这种方法能够发现生物活性化合物,新的作用机制和意想不到的靶标-途径关系。在JUMP-CP数据集的规模上应用,表型分析成为一种强大的策略,用于确定化合物的优先级,阐明活性悬崖,并在不同的生物学背景下加速识别治疗相关的候选药物。
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引用次数: 0
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