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Loss of Mist1 alters the characteristics of Paneth cells and impacts the function of intestinal stem cells in physiological conditions and after radiation injury Mist1的缺失改变了Paneth细胞的特性,影响了肠道干细胞在生理状态和辐射损伤后的功能。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2025-01-03 DOI: 10.1002/path.6360
Yujun Huang, Siyu Tu, Zhenni Xu, Lu Xu, Xi Wang, Hefei Tian, Qican He, Lingxiao Huang, Xudan Lei, Shubin Wang, Mingyue Qu, Dengqun Liu

Intestinal stem cells (ISCs) and Paneth cells (PCs) reside at the bottom of the crypts of Lieberkühn in the small intestine. Recent studies have shown that the transcription factor Mist1, also named BHLHA15, plays an important role in the maturation of PCs. Since there is an intimate interaction between PCs and ISCs, we speculated that the loss of Mist1 could impact these two neighboring cell types. Here, we report that mice lacking Mist1 had fewer but larger PCs with shrunken secretory granules, accompanied by an increase in goblet cells and tuft cells. Mist1 loss significantly decreased the number of proliferative crypt cells, especially columnar basal cells (CBCs). In addition, Mist1-deficient enteroids needed supplemental Wnt3a to support their growth. Results from RNA sequencing (RNA-seq) demonstrated an apparent deficiency of innate immunity in Mist1-knockout mice. Intriguingly, Mist1 loss increased the survival rate of mice subjected to whole abdominal irradiation (WAI). Moreover, radiation injury was ameliorated in Mist1-knockout mice compared with their wild-type littermates based on histological analysis and enteroid culture, which might be a consequence of increased contents of the endoplasmic reticulum (ER) and the increased activity of mTORC1 in Paneth cells. In summary, our data uncover that Mist1 plays an important functional role in PCs and regulates the maintenance of ISCs and their response to radiation injury. © 2025 The Pathological Society of Great Britain and Ireland.

小肠干细胞(ISCs)和潘氏细胞(PCs)位于小肠lieberk隐窝的底部。最近的研究表明,转录因子Mist1,也被称为BHLHA15,在PCs的成熟过程中起着重要作用。由于pc和ISCs之间存在密切的相互作用,我们推测Mist1的缺失可能会影响这两种相邻的细胞类型。在这里,我们报道缺乏Mist1的小鼠有更少但更大的PCs,分泌颗粒缩小,并伴有杯状细胞和簇状细胞的增加。Mist1缺失显著降低了增殖性隐窝细胞的数量,尤其是柱状基底细胞(CBCs)。此外,mist1缺陷肠需要补充Wnt3a来支持它们的生长。RNA测序(RNA-seq)结果显示,mist1基因敲除小鼠明显缺乏先天免疫。有趣的是,Mist1缺失增加了全腹照射(WAI)小鼠的存活率。此外,根据组织学分析和肠道培养,mist1敲除小鼠与野生型小鼠相比,辐射损伤得到了改善,这可能是Paneth细胞内质网(ER)含量增加和mTORC1活性增加的结果。综上所述,我们的数据揭示了Mist1在pc中发挥重要的功能作用,并调节ISCs的维持及其对辐射损伤的反应。©2024英国和爱尔兰病理学会。
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引用次数: 0
Primary thyroid B-cell lymphoma: molecular insights into its clonal evolution and relapse 原发性甲状腺b细胞淋巴瘤:其克隆进化和复发的分子见解。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-26 DOI: 10.1002/path.6380
Maria-Myrsini Tzioni, Natsuko Watanabe, Zi Chen, Fangtian Wu, Ewelina Madej, Jasmine Makker, Sarah Guo, Ayoma D Attygalle, Andrew Wotherspoon, Kiminori Sugino, Koichi Ito, Ming-Qing Du

Primary thyroid lymphomas comprise largely extranodal marginal zone lymphoma of mucosa-associated lymphoid tissue (EMZL) and diffuse large B-cell lymphoma (DLBCL), followed by follicular lymphoma (FL). They commonly develop from a background of Hashimoto's thyroiditis (HT), where dysregulated immune responses trigger autoreactive infiltrates and drive clonal B-cell evolution. To understand how these lymphomas and their relapse evolve, we investigated 10 cases by mutation profiling, including five with metachronous lymphomas [primary lymphoma (EMZL = 4, DLBCL = 1) with local relapse (EMZL = 3, DLBCL = 2)], one composite EMZL and Epstein–Barr virus (EBV)-positive DLBCL, and four lymphomas (EMZL = 3, FL = 1) with prior or subsequent biopsy showing HT. In four cases with metachronous lymphomas, both common and distinct variants were seen in the paired lesions, indicating their divergent evolution from clonally related lymphoma precursor (CLP) cells. In the remaining case with metachronous lymphomas, the relapsed lesion was progressed from the initial lymphoma. In the case with composite lymphoma, the EBV-positive DLBCL was transformed from EMZL. Finally, in the four cases with paired lymphoma and HT biopsies, two showed shared mutations between the paired lesions, indicating involvement and divergent evolution from CLP cells. Thyroid lymphoma relapse may frequently develop via divergent evolution from a CLP cell, which is likely premalignant. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.

原发性甲状腺淋巴瘤主要包括粘膜相关淋巴组织结外边缘区淋巴瘤(EMZL)和弥漫性大b细胞淋巴瘤(DLBCL),其次是滤泡性淋巴瘤(FL)。它们通常来自桥本甲状腺炎(HT)的背景,其中失调的免疫反应引发自身反应性浸润并驱动克隆b细胞进化。为了了解这些淋巴瘤及其复发是如何演变的,我们通过突变谱研究了10例患者,包括5例异时性淋巴瘤[原发性淋巴瘤(EMZL = 4, DLBCL = 1)局部复发(EMZL = 3, DLBCL = 2)], 1例EMZL和eb病毒(EBV)阳性的DLBCL复合,以及4例淋巴瘤(EMZL = 3, FL = 1)先前或随后的活检显示HT。在4例异时性淋巴瘤病例中,在配对病变中可以看到常见和独特的变异,表明它们从克隆相关淋巴瘤前体(CLP)细胞进化而来。在剩余的异时性淋巴瘤病例中,复发病变是从最初的淋巴瘤发展而来的。在复合淋巴瘤病例中,ebv阳性DLBCL由EMZL转化而来。最后,在4例配对淋巴瘤和HT活检中,2例在配对病变之间显示出共同的突变,表明CLP细胞的参与和分化进化。甲状腺淋巴瘤复发可能经常通过CLP细胞的分化进化而发展,这可能是癌前病变。©2024作者。《病理学杂志》由John Wiley & Sons Ltd代表大不列颠和爱尔兰病理学会出版。
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引用次数: 0
Tumour purity assessment with deep learning in colorectal cancer and impact on molecular analysis 基于深度学习的结直肠癌肿瘤纯度评估及其对分子分析的影响。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-22 DOI: 10.1002/path.6376
Lydia A Schoenpflug, Aikaterini Chatzipli, Korsuk Sirinukunwattana, Susan Richman, Andrew Blake, James Robineau, Kirsten D Mertz, Clare Verrill, Simon J Leedham, Claire Hardy, Celina Whalley, Keara Redmond, Philip Dunne, Steven Walker, Andrew D Beggs, Ultan McDermott, Graeme I Murray, Leslie M Samuel, Matthew Seymour, Ian Tomlinson, Philip Quirke, S:CORT consortium, Jens Rittscher, Tim Maughan, Enric Domingo, Viktor H Koelzer

Tumour content plays a pivotal role in directing the bioinformatic analysis of molecular profiles such as copy number variation (CNV). In clinical application, tumour purity estimation (TPE) is achieved either through visual pathological review [conventional pathology (CP)] or the deconvolution of molecular data. While CP provides a direct measurement, it demonstrates modest reproducibility and lacks standardisation. Conversely, deconvolution methods offer an indirect assessment with uncertain accuracy, underscoring the necessity for innovative approaches. SoftCTM is an open-source, multiorgan deep-learning (DL) model for the detection of tumour and non-tumour cells in H&E-stained slides, developed within the Overlapped Cell on Tissue Dataset for Histopathology (OCELOT) Challenge 2023. Here, using three large multicentre colorectal cancer (CRC) cohorts (N = 1,097 patients) with digital pathology and multi-omic data, we compare the utility and accuracy of TPE with SoftCTM versus CP and bioinformatic deconvolution methods (RNA expression, DNA methylation) for downstream molecular analysis, including CNV profiling. SoftCTM showed technical repeatability when applied twice on the same slide (r = 1.0) and excellent correlations in paired H&E slides (r > 0.9). TPEs profiled by SoftCTM correlated highly with RNA expression (r = 0.59) and DNA methylation (r = 0.40), while TPEs by CP showed a lower correlation with RNA expression (r = 0.41) and DNA methylation (r = 0.29). We show that CP and deconvolution methods respectively underestimate and overestimate tumour content compared to SoftCTM, resulting in 6–13% differing CNV calls. In summary, TPE with SoftCTM enables reproducibility, automation, and standardisation at single-cell resolution. SoftCTM estimates (M = 58.9%, SD ±16.3%) reconcile the overestimation by molecular data extrapolation (RNA expression: M = 79.2%, SD ±10.5, DNA methylation: M = 62.7%, SD ±11.8%) and underestimation by CP (M = 35.9%, SD ±13.1%), providing a more reliable middle ground. A fully integrated computational pathology solution could therefore be used to improve downstream molecular analyses for research and clinics. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.

肿瘤内容在指导拷贝数变异(CNV)等分子谱的生物信息学分析中起着关键作用。在临床应用中,肿瘤纯度估计(TPE)是通过视觉病理检查[常规病理(CP)]或分子数据的反褶积来实现的。虽然CP提供了一种直接的测量方法,但它的可重复性不高,缺乏标准化。相反,反褶积方法提供了一种不确定准确性的间接评估,强调了创新方法的必要性。SoftCTM是一个开源的多器官深度学习(DL)模型,用于检测h&e染色玻片中的肿瘤和非肿瘤细胞,该模型是在组织病理学组织数据集重叠细胞(OCELOT)挑战2023中开发的。在这里,使用三个大型多中心结直肠癌(CRC)队列(N = 1,097例患者)的数字病理和多组学数据,我们比较了TPE与SoftCTM与CP和生物信息学反褶积方法(RNA表达,DNA甲基化)在下游分子分析(包括CNV分析)中的实用性和准确性。SoftCTM在同一载玻片上应用两次时显示出技术重复性(r = 1.0),在成对的H&E载玻片上显示出极好的相关性(r > 0.9)。SoftCTM检测的TPEs与RNA表达(r = 0.59)和DNA甲基化(r = 0.40)高度相关,而CP检测的TPEs与RNA表达(r = 0.41)和DNA甲基化(r = 0.29)相关性较低。我们发现,与SoftCTM相比,CP和反卷积方法分别低估和高估了肿瘤含量,导致6-13%的CNV调用差异。总之,使用SoftCTM的TPE可以在单细胞分辨率下实现再现性、自动化和标准化。SoftCTM估计(M = 58.9%, SD±16.3%)调和了分子数据外推的高估(RNA表达:M = 79.2%, SD±10.5,DNA甲基化:M = 62.7%, SD±11.8%)和CP的低估(M = 35.9%, SD±13.1%),提供了更可靠的中间地带。因此,一个完全集成的计算病理学解决方案可以用于改善研究和临床的下游分子分析。©2024作者。《病理学杂志》由John Wiley & Sons Ltd代表大不列颠和爱尔兰病理学会出版。
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引用次数: 0
Characterisation of GPR17-expressing oligodendrocyte precursors in human ischaemic lesions and correlation with reactive glial responses 人缺血病变中表达gpr17的少突胶质细胞前体的特征及其与反应性胶质反应的相关性。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-20 DOI: 10.1002/path.6381
Stefano Raffaele, Bettina Hjelm Clausen, Francesca Carolina Mannella, Martin Wirenfeldt, Davide Marangon, Sarah Boe Tidgen, Silvia Corradini, Kirsten Madsen, Davide Lecca, Maria Pia Abbracchio, Kate Lykke Lambertsen, Marta Fumagalli

White matter damage and subsequent demyelination significantly contribute to long-term functional impairment after ischaemic stroke. Identifying novel pharmacological targets to restore myelin integrity by promoting the maturation of oligodendrocyte precursor cells (OPCs) into new myelinating oligodendrocytes may open new perspectives for ischaemic stroke treatment. In this respect, previous studies highlighted the role of the G protein-coupled membrane receptor 17 (GPR17) as a key regulator of OPC differentiation in experimental models of brain injury, including ischaemic stroke. To determine the translational value of GPR17 as a possible target in the context of human disease, we exploited immunohistochemistry to characterise the distribution of GPR17-expressing cells in brain tissue samples from ischaemic stroke cases and correlated it with the reactive state of neighbouring glial cells. The results showed that GPR17 specifically decorates a subpopulation of differentiation-committed OPCs, labelled by the peculiar marker breast carcinoma-amplified sequence 1 (BCAS1), that accumulates in the peri-infarct region in the later stages after the ischaemic event. Interestingly, the response of GPR17-expressing cells appears to be paralleled by the switch of reactive microglia/macrophages from a phagocytic to a dystrophic phenotype and by astrocytic scar formation. A negative correlation was found between GPR17-expressing OPCs and reactive microglia/macrophages and astrocytes surrounding chronic ischaemic lesions in female subjects, while the same relationship was less pronounced in males. These results were reinforced by bioinformatic analysis of a publicly available transcriptomic dataset, which implicated a possible role of inflammation and defective neuron-to-OPC communication in remyelination failure after ischaemic damage. Hence, these data strengthen the relevance of GPR17-based remyelinating therapies for the treatment of ischaemic stroke. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.

缺血性脑卒中后,脑白质损伤和随后的脱髓鞘明显导致长期功能损害。发现新的药理学靶点,通过促进少突胶质前体细胞(OPCs)成熟为新的髓鞘少突胶质细胞来恢复髓鞘完整性,可能为缺血性卒中治疗开辟新的前景。在这方面,先前的研究强调了G蛋白偶联膜受体17 (GPR17)在脑损伤实验模型(包括缺血性卒中)中作为OPC分化的关键调节因子的作用。为了确定GPR17作为人类疾病背景下可能的靶标的翻译价值,我们利用免疫组织化学表征了缺血性卒中病例脑组织样本中表达GPR17的细胞的分布,并将其与邻近胶质细胞的反应状态相关联。结果表明,GPR17特异性修饰了由特殊标记物乳腺癌扩增序列1 (BCAS1)标记的具有分化倾向的OPCs亚群,该亚群在缺血事件发生后的后期积聚在梗死周围区域。有趣的是,表达gpr17的细胞的反应似乎与反应性小胶质细胞/巨噬细胞从吞噬型到营养不良表型的转换和星形细胞疤痕的形成是平行的。在女性受试者中,表达gpr17的OPCs与慢性缺血性病变周围的反应性小胶质/巨噬细胞和星形胶质细胞呈负相关,而在男性受试者中,这种关系不太明显。这些结果通过对公开的转录组数据集的生物信息学分析得到了加强,该数据集暗示了炎症和神经元与opc通信缺陷在缺血损伤后髓鞘再生失败中的可能作用。因此,这些数据加强了基于gpr17的髓鞘再生治疗与缺血性脑卒中治疗的相关性。©2024作者。《病理学杂志》由John Wiley & Sons Ltd代表大不列颠和爱尔兰病理学会出版。
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引用次数: 0
Genomic characterization and histologic analysis of uterine leiomyosarcoma arising from leiomyoma with bizarre nuclei 异核平滑肌瘤所致子宫平滑肌肉瘤的基因组特征及组织学分析。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-18 DOI: 10.1002/path.6379
Christopher Felicelli, Xinyan Lu, Zachary Coty-Fattal, Yue Feng, Ping Yin, Matthew John Schipma, Julie J Kim, Lawrence J Jennings, Serdar E Bulun, Jian-Jun Wei

Leiomyoma with bizarre nuclei (LM-BN) is a rare variant of leiomyoma with a benign clinical course. In contrast, leiomyosarcoma (LMS) is a high-grade, malignant neoplasm characterized by high recurrence rates and poor survival. While LM-BN and LMS show distinct morphologies, they share similar immunoprofiles and molecular alterations, with both considered ‘genomically unstable’. Rare cases of LM-BN associated with LMS have been reported; however, the histogenesis and molecular relationship between these two tumors remains unclear. In this study, we assessed 11 cases of LMS arising in conjunction with LM-BN confirmed by histology and immunohistochemistry (IHC), further analyzed by clinical, histologic, and molecular characteristics of these distinct components. LM-BN and LMS had similar p16 and p53 IHC patterns, but LMS had a higher Ki-67 index and lower estrogen and progesterone eceptor expression. Digital image analysis based on cytologic features revealed spatial relationships between LMS and LM-BN. Genomic copy number alterations (CNAs) demonstrated the same clonal origin of LMS arising from existing LM-BN through conserved CNAs. LMS harbored highly complex CNAs and more frequent losses of the TP53, RB1, and PTEN genomic regions than LM-BN (p = 0.0031), with CDKN2A/B deletion identified in LMS only. Mutational profiling revealed many shared oncogenic alterations in both LM-BN and LMS; however, additional mutations were present within LMS, indicative of tumor progression through progressive genomic instability. Analysis of spatial transcriptomes defined uniquely expressed gene signatures that matched the geographic distribution of LM-BN, LMS, and other cell types. Our findings indicate for the first time that a subset of LMS arises from an existing LM-BN, and highly complex genomic alterations could be potential high risks associated with disease progression in LM-BN. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.

摘要奇异核平滑肌瘤(LM-BN)是一种罕见的良性平滑肌瘤。相比之下,平滑肌肉瘤(LMS)是一种高级别恶性肿瘤,其特点是高复发率和低生存率。虽然LM-BN和LMS表现出不同的形态,但它们具有相似的免疫谱和分子改变,两者都被认为是“基因组不稳定”。罕见的LM-BN合并LMS的病例已被报道;然而,这两种肿瘤之间的组织发生和分子关系尚不清楚。在这项研究中,我们评估了11例经组织学和免疫组化(IHC)证实的LMS合并LM-BN的病例,并进一步分析了这些不同成分的临床、组织学和分子特征。LM-BN与LMS具有相似的p16和p53 IHC模式,但LMS具有较高的Ki-67指数和较低的雌激素和孕激素受体表达。基于细胞学特征的数字图像分析揭示了LMS和LM-BN之间的空间关系。基因组拷贝数改变(Genomic copy number changes, CNAs)通过保守的CNAs证实了LMS由现有LM-BN产生的相同克隆起源。LMS含有高度复杂的CNAs, TP53、RB1和PTEN基因组区域的丢失比LM-BN更频繁(p = 0.0031), CDKN2A/B缺失仅在LMS中发现。突变分析显示LM-BN和LMS中有许多共同的致癌改变;然而,在LMS中存在额外的突变,表明肿瘤通过进行性基因组不稳定而进展。空间转录组分析定义了与LM-BN、LMS和其他细胞类型的地理分布相匹配的独特表达基因特征。我们的研究结果首次表明,LMS的一个子集源于现有的LM-BN,高度复杂的基因组改变可能是LM-BN疾病进展的潜在高风险。©2024作者。《病理学杂志》由John Wiley & Sons Ltd代表大不列颠和爱尔兰病理学会出版。
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引用次数: 0
Podocyte YAP ablation decreases podocyte adhesion and exacerbates FSGS progression through α3β1 integrin 豌豆荚细胞 YAP 消融会降低豌豆荚细胞的粘附性,并通过 α3β1 整合素加剧 FSGS 的进展。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-12 DOI: 10.1002/path.6370
Guangze Shao, Jitu Xu, Chencheng Hu, Wenyao Jia, Xitong Xu, Yue Gu, Luming Zhang, Zhihuang Zheng, Jiayan Zhong, Siqi Zhu, Shenghao Meng, Zhonghua Zhao, Zhigang Zhang, Jun Liu, Yanyong Xu, Huijuan Wu

Severe proteinuria in focal segmental glomerulosclerosis (FSGS) is closely associated with decreased adhesion, and subsequent loss, of podocytes. Yes-associated protein (YAP) is a key transcriptional coactivator that plays a significant role in maintaining cellular homeostasis. However, its role in podocyte adhesion and its specific mechanism in FSGS progression remain unclear. In this study, an adriamycin (ADR)-induced FSGS model was established using podocyte-specific Yap knockout (KO) mice and control mice. These mice were further treated with Pyrintegrin, an agonist of α3β1 integrin, or a vehicle. Additionally, an ADR-induced FSGS model was constructed using podocyte-specific Itga3 KO mice, which were subsequently treated with 1-oleoyl lysophosphatidic acid (LPA), a YAP activator, or a vehicle. Our findings demonstrated that YAP was positively correlated with podocyte adhesion. Podocyte-specific Yap KO mice exhibited reduced levels of α3β1 integrin and podocyte adhesion. Yap KO aggravated the ADR-induced reduction in α3β1 integrin and podocyte adhesion, resulting in significantly increased segmental or global glomerulosclerosis and proteinuria. Notably, treatment with a β1 integrin agonist partially ameliorated the decrease of podocyte adhesion and the worsening FSGS progression caused by Yap KO. Mechanistically, YAP was found to transcriptionally regulate α3- and β1 integrin via transcriptional enhanced associate domain 3 (TEAD3), with TEAD3 binding to the promoter region of Itga3. Furthermore, Itga3 KO or knockdown abolished the beneficial effects of YAP activation on podocyte adhesion and FSGS progression. In conclusion, our results demonstrate that YAP regulates podocyte adhesion and FSGS progression through its transcriptional regulation of α3β1 integrin via TEAD3. This suggests that the YAP-TEAD3-α3β1 integrin axis may serve as a promising therapeutic target for FSGS. © 2024 The Pathological Society of Great Britain and Ireland.

局灶节段性肾小球硬化(FSGS)的严重蛋白尿与足细胞粘连降低和随后的丢失密切相关。Yes-associated protein (YAP)是一种关键的转录辅激活因子,在维持细胞稳态中起着重要作用。然而,其在足细胞粘附中的作用及其在FSGS进展中的具体机制尚不清楚。本研究采用足细胞特异性Yap敲除(KO)小鼠和对照小鼠,建立了阿霉素(ADR)诱导的FSGS模型。这些小鼠进一步接受α3β1整合素激动剂Pyrintegrin或载药治疗。此外,用足细胞特异性Itga3 KO小鼠构建adr诱导的FSGS模型,随后用1-油基溶血磷脂酸(LPA)、YAP激活剂或载体处理。我们的研究结果表明,YAP与足细胞粘附正相关。足细胞特异性Yap KO小鼠α3β1整合素和足细胞粘附水平降低。Yap KO加重了adr诱导的α3β1整合素和足细胞粘附的降低,导致节段性或全局性肾小球硬化和蛋白尿明显增加。值得注意的是,β1整合素激动剂治疗部分改善了足细胞粘附下降和由Yap KO引起的FSGS进展恶化。在机制上,YAP通过转录增强相关结构域3 (TEAD3)转录调节α3-和β1整合素,TEAD3结合到Itga3的启动子区域。此外,Itga3 KO或敲低消除了YAP激活对足细胞粘附和FSGS进展的有益作用。综上所述,我们的研究结果表明,YAP通过TEAD3转录α3β1整合素调控足细胞粘附和FSGS进展。这表明YAP-TEAD3-α3β1整合素轴可能是FSGS的一个有希望的治疗靶点。©2024英国和爱尔兰病理学会。
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引用次数: 0
Stress testing deep learning models for prostate cancer detection on biopsies and surgical specimens 压力测试用于前列腺癌活检和手术标本检测的深度学习模型。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-11 DOI: 10.1002/path.6373
Brennan T Flannery, Howard M Sandler, Priti Lal, Michael D Feldman, Juan C Santa-Rosario, Tilak Pathak, Tuomas Mirtti, Xavier Farre, Rohann Correa, Susan Chafe, Amit Shah, Jason A Efstathiou, Karen Hoffman, Mark A Hallman, Michael Straza, Richard Jordan, Stephanie L Pugh, Felix Feng, Anant Madabhushi

The presence, location, and extent of prostate cancer is assessed by pathologists using H&E-stained tissue slides. Machine learning approaches can accomplish these tasks for both biopsies and radical prostatectomies. Deep learning approaches using convolutional neural networks (CNNs) have been shown to identify cancer in pathologic slides, some securing regulatory approval for clinical use. However, differences in sample processing can subtly alter the morphology between sample types, making it unclear whether deep learning algorithms will consistently work on both types of slide images. Our goal was to investigate whether morphological differences between sample types affected the performance of biopsy-trained cancer detection CNN models when applied to radical prostatectomies and vice versa using multiple cohorts (N = 1,000). Radical prostatectomies (N = 100) and biopsies (N = 50) were acquired from The University of Pennsylvania to train (80%) and validate (20%) a DenseNet CNN for biopsies (MB), radical prostatectomies (MR), and a combined dataset (MB+R). On a tile level, MB and MR achieved F1 scores greater than 0.88 when applied to their own sample type but less than 0.65 when applied across sample types. On a whole-slide level, models achieved significantly better performance on their own sample type compared to the alternative model (p < 0.05) for all metrics. This was confirmed by external validation using digitized biopsy slide images from a clinical trial [NRG Radiation Therapy Oncology Group (RTOG)] (NRG/RTOG 0521, N = 750) via both qualitative and quantitative analyses (p < 0.05). A comprehensive review of model outputs revealed morphologically driven decision making that adversely affected model performance. MB appeared to be challenged with the analysis of open gland structures, whereas MR appeared to be challenged with closed gland structures, indicating potential morphological variation between the training sets. These findings suggest that differences in morphology and heterogeneity necessitate the need for more tailored, sample-specific (i.e. biopsy and surgical) machine learning models. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.

病理学家使用h&e染色的组织切片来评估前列腺癌的存在、位置和程度。机器学习方法可以在活检和根治性前列腺切除术中完成这些任务。使用卷积神经网络(cnn)的深度学习方法已被证明可以在病理切片中识别癌症,其中一些已获得监管机构批准用于临床应用。然而,样本处理的差异会微妙地改变样本类型之间的形态,这使得人们不清楚深度学习算法是否能始终适用于两种类型的幻灯片图像。我们的目的是通过多个队列(N = 1000)研究样本类型之间的形态学差异是否会影响活检训练的癌症检测CNN模型在根治性前列腺切除术中的表现,反之亦然。从宾夕法尼亚大学获得根治性前列腺切除术(N = 100)和活检(N = 50),以训练(80%)和验证(20%)DenseNet CNN用于活检(MB),根治性前列腺切除术(MR)和组合数据集(MB+R)。在瓷砖水平上,MB和MR在应用于其自身样本类型时获得的F1分数大于0.88,但在应用于跨样本类型时则小于0.65。在整个幻灯片水平上,与替代模型相比,模型在自己的样本类型上取得了显着更好的性能(p B似乎受到开放腺体结构分析的挑战,而MR似乎受到封闭腺体结构的挑战,这表明训练集之间存在潜在的形态学差异。这些发现表明,形态学和异质性的差异需要更定制的、样本特异性的(即活检和手术)机器学习模型。©2024作者。《病理学杂志》由John Wiley & Sons Ltd代表大不列颠和爱尔兰病理学会出版。
{"title":"Stress testing deep learning models for prostate cancer detection on biopsies and surgical specimens","authors":"Brennan T Flannery,&nbsp;Howard M Sandler,&nbsp;Priti Lal,&nbsp;Michael D Feldman,&nbsp;Juan C Santa-Rosario,&nbsp;Tilak Pathak,&nbsp;Tuomas Mirtti,&nbsp;Xavier Farre,&nbsp;Rohann Correa,&nbsp;Susan Chafe,&nbsp;Amit Shah,&nbsp;Jason A Efstathiou,&nbsp;Karen Hoffman,&nbsp;Mark A Hallman,&nbsp;Michael Straza,&nbsp;Richard Jordan,&nbsp;Stephanie L Pugh,&nbsp;Felix Feng,&nbsp;Anant Madabhushi","doi":"10.1002/path.6373","DOIUrl":"10.1002/path.6373","url":null,"abstract":"<p>The presence, location, and extent of prostate cancer is assessed by pathologists using H&amp;E-stained tissue slides. Machine learning approaches can accomplish these tasks for both biopsies and radical prostatectomies. Deep learning approaches using convolutional neural networks (CNNs) have been shown to identify cancer in pathologic slides, some securing regulatory approval for clinical use. However, differences in sample processing can subtly alter the morphology between sample types, making it unclear whether deep learning algorithms will consistently work on both types of slide images. Our goal was to investigate whether morphological differences between sample types affected the performance of biopsy-trained cancer detection CNN models when applied to radical prostatectomies and vice versa using multiple cohorts (<i>N</i> = 1,000). Radical prostatectomies (<i>N</i> = 100) and biopsies (<i>N</i> = 50) were acquired from The University of Pennsylvania to train (80%) and validate (20%) a DenseNet CNN for biopsies (M<sup>B</sup>), radical prostatectomies (M<sup>R</sup>), and a combined dataset (M<sup>B+R</sup>). On a tile level, M<sup>B</sup> and M<sup>R</sup> achieved F1 scores greater than 0.88 when applied to their own sample type but less than 0.65 when applied across sample types. On a whole-slide level, models achieved significantly better performance on their own sample type compared to the alternative model (<i>p</i> &lt; 0.05) for all metrics. This was confirmed by external validation using digitized biopsy slide images from a clinical trial [NRG Radiation Therapy Oncology Group (RTOG)] (NRG/RTOG 0521, <i>N</i> = 750) via both qualitative and quantitative analyses (<i>p</i> &lt; 0.05). A comprehensive review of model outputs revealed morphologically driven decision making that adversely affected model performance. M<sup>B</sup> appeared to be challenged with the analysis of open gland structures, whereas M<sup>R</sup> appeared to be challenged with closed gland structures, indicating potential morphological variation between the training sets. These findings suggest that differences in morphology and heterogeneity necessitate the need for more tailored, sample-specific (i.e. biopsy and surgical) machine learning models. © 2024 The Author(s). <i>The Journal of Pathology</i> published by John Wiley &amp; Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.</p>","PeriodicalId":232,"journal":{"name":"The Journal of Pathology","volume":"265 2","pages":"146-157"},"PeriodicalIF":5.6,"publicationDate":"2024-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11717490/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142805732","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
CRISPR–Cas9 screening identifies the role of FER as a tumor suppressor CRISPR-Cas9筛选确定了FER作为肿瘤抑制因子的作用。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-08 DOI: 10.1002/path.6374
Jiaqi Wang, Ran Yang, Fengsheng Wang, Junlei Zhang, Yutong Dong, Jiangjun Wang, Meng Yu, Yixiao Xu, Lianlian Liu, Yuda Cheng, Chen Zhang, Yi Yang, Wubin Yang, Jiali Wang, Guangxing Chen, Yi Huang, Yanping Tian, Rui Jian, Bing Ni, Wei Wu, Yan Ruan

It is important to systematically identify tumor suppressor genes (TSGs) to improve our understanding of tumorigenesis and develop strategies for early diagnosis and mitigating disease progression. In the present study, we used an in vivo genome-wide clustered regularly interspaced short palindromic repeats (CRISPR)–CRISPR-associated protein 9 (Cas9) screen and identified FPS/FES-related (FER) as a TSG. Single-cell RNA sequencing (scRNA-seq) revealed that normal cells with low FER expression exhibited elevated malignant transformation potential and stemness properties. FER knockout promoted the tumorigenic transformation, characterized by high colony-forming efficiency and suspension growth ability, acquired tumorigenicity in vivo, increased metabolic activity, dedifferentiation properties, and immune evasion. Moreover, analysis revealed that low FER expression tumors share molecular phenotypes with FER knockout cells, suggesting the consistent role of FER in tumor initiation and progression. Taken together, our findings not only provide insights into the essential role of FER as a tumor suppressor in tumor initiation and progression but also highlight its potential as a target for future clinical diagnosis. © 2024 The Pathological Society of Great Britain and Ireland.

系统地识别肿瘤抑制基因(TSGs)对提高我们对肿瘤发生的认识和制定早期诊断和减缓疾病进展的策略具有重要意义。在本研究中,我们使用了体内全基因组集群规则间隔短回文重复序列(CRISPR)-CRISPR相关蛋白9 (Cas9)筛选,并将FPS/ fes相关(FER)鉴定为TSG。单细胞RNA测序(scRNA-seq)显示,低FER表达的正常细胞表现出更高的恶性转化潜能和干性。敲除FER促进了肿瘤转化,具有高集落形成效率和悬浮生长能力,获得了体内致瘤性,增加了代谢活性、去分化特性和免疫逃避。此外,分析显示,低FER表达的肿瘤与FER敲除细胞具有相同的分子表型,这表明FER在肿瘤发生和发展中的作用是一致的。综上所述,我们的研究结果不仅提供了FER作为肿瘤抑制因子在肿瘤发生和发展中的重要作用,而且还强调了其作为未来临床诊断靶点的潜力。©2024英国和爱尔兰病理学会。
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引用次数: 0
Human colonic organoids for understanding early events of familial adenomatous polyposis pathogenesis 人类结肠类器官用于了解家族性腺瘤性息肉病发病机制的早期事件。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-06 DOI: 10.1002/path.6366
Nolwenn Laborde, Alexandre Barusseaud, Muriel Quaranta, Corinne Rolland, Amélie Arrouy, Delphine Bonnet, Sylvain Kirzin, Nuria Sola-Tapias, Dimitri Hamel, Karl Barange, Jean-Pierre Duffas, Marie-Pierre Gratacap, Julie Guillermet-Guibert, Anne Breton, Nathalie Vergnolle, Laurent Alric, Audrey Ferrand, Frédérick Barreau, Claire Racaud-Sultan, Emmanuel Mas

Patients with familial adenomatous polyposis (FAP) harbor mutations in the APC gene and will develop adenoma and early colorectal cancer. There is no validated treatment, and animal models are not sufficient to study FAP. Our aim was to investigate the early events associated with FAP using the intestinal organoid model in a single-center study using biopsies from nonadenomatous and adenomatous colonic mucosa of FAP patients and from healthy controls (HCs). We analyzed intestinal stem cell (ISC) activity and regulation through organoid development and expression of mRNA and proteins, as well as within colonic crypts. We used several compounds to regulate the signaling pathways controlling ISCs, such as WNT, EGFR, PI3K-AKT, TGF-β, yes-associated protein (YAP), and protease-activated receptors. In addition to their high proliferative capacity, nonadenomatous and adenomatous organoids were characterized by cysts and cysts with buds, respectively, suggesting abnormal maturation. Adenomatous organoids were enriched in the stem cell marker LGR5 and dependent on EGF and TGF-β for their growth. Downstream of EGFR, AKT, β-catenin, and YAP were found to be activated in the adenomatous organoids. While the p110β isoform of PI3K was predominant in adenomatous organoids and essential for their growth, p110α was associated with the immature state of nonadenomatous organoids. We conclude that organoids offer a relevant model for studying FAP, and this work highlights abnormal behaviors of immature cells in both nonadenomatous and adenomatous mucosa of FAP patients, which could be targeted therapeutically. © 2024 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.

家族性腺瘤性息肉病(FAP)患者携带APC基因突变,将发展为腺瘤和早期结直肠癌。目前尚无有效的治疗方法,动物模型也不足以研究FAP。我们的目的是在单中心研究中使用肠道类器官模型,对FAP患者和健康对照(hc)的非腺瘤性和腺瘤性结肠粘膜进行活检,研究FAP相关的早期事件。我们分析了肠道干细胞(ISC)通过类器官发育、mRNA和蛋白表达以及结肠隐窝的活性和调控。我们使用了几种化合物来调节控制ISCs的信号通路,如WNT、EGFR、PI3K-AKT、TGF-β、yesassociated protein (YAP)和蛋白酶激活受体。除了高增殖能力外,非腺瘤性和腺瘤性类器官分别以囊肿和带芽的囊肿为特征,提示异常成熟。腺瘤样器官富含干细胞标志物LGR5,其生长依赖于EGF和TGF-β。EGFR下游AKT、β-catenin和YAP在腺瘤样器官中被激活。PI3K的p110β亚型在腺瘤性类器官中占主导地位,对它们的生长至关重要,而p110α与非腺瘤性类器官的未成熟状态有关。我们认为,类器官为研究FAP提供了一个相关的模型,这项工作强调了FAP患者非腺瘤和腺瘤粘膜中未成熟细胞的异常行为,可以靶向治疗。©2024作者。《病理学杂志》由John Wiley & Sons Ltd代表大不列颠和爱尔兰病理学会出版。
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引用次数: 0
Nicotinamide riboside targets mitochondrial unfolded protein response to reduce alcohol-induced damage in Kupffer cells 烟酰胺核苷靶向线粒体未折叠蛋白反应以减少酒精诱导的库普弗细胞损伤。
IF 5.6 2区 医学 Q1 ONCOLOGY Pub Date : 2024-12-03 DOI: 10.1002/path.6372
Jaeeun Lee, Hayoung Woo, Hyunju Kang, Young-Ki Park, Ji-Young Lee

The pathogenesis of alcohol-related liver disease (ALD) is closely linked to mitochondrial dysfunction and impaired cellular energy metabolism. In this study, we explored how ethanol triggers inflammation, oxidative stress, and mitochondrial dysfunction in Kupffer cells, i.e.hepatic resident macrophages, primarily focusing on the mitochondrial unfolded protein response (UPRmt) using immortalized mouse Kupffer cells (ImKCs) and mouse primary KCs. The UPRmt is a cellular defense mechanism activated in response to the perturbation of mitochondrial proteostasis to maintain mitochondrial integrity and function by upregulating the expression of mitochondrial chaperones and proteases. We also determined whether nicotinamide riboside (NR), a NAD+ precursor, could mitigate ethanol-triggered cellular damage. When ImKCs were exposed to 80 mm ethanol for 72 h, they displayed inflammation, oxidative stress, and impaired mitochondrial function with decreased mitochondrial content and deformed mitochondrial crista structure. NR, however, counteracted the effects of ethanol. Furthermore, ethanol increased mRNA and protein levels of UPRmt genes, such as mitochondrial chaperones and proteases, which were attenuated by NR. Notably, the ethanol-induced shift in the entry of activating transcription factor 5 (ATF5), a putative transcriptional regulator of UPRmt, to the nucleus from the mitochondria was abolished by NR. The induction of UPRmt genes by ethanol was significantly repressed when Atf5 was knocked down, indicating the role of ATF5 in the induction of UPRmt genes in ImKCs exposed to ethanol. We also confirmed the induction of UPRmt gene expression in mouse and human livers exposed to alcohol. Our findings demonstrate the ability of NR to alleviate ethanol-induced oxidative stress, inflammation, and mitochondrial dysfunction, partly by modulating the ATF5-dependent UPRmt pathway in ImKCs, suggesting its potential for ALD therapy. © 2024 The Pathological Society of Great Britain and Ireland.

酒精相关性肝病(ALD)的发病机制与线粒体功能障碍和细胞能量代谢受损密切相关。在这项研究中,我们探讨了乙醇如何引发库普弗细胞(即肝常驻巨噬细胞)的炎症、氧化应激和线粒体功能障碍,主要关注永生化小鼠库普弗细胞(ImKCs)和小鼠原代KCs的线粒体未折叠蛋白反应(UPRmt)。UPRmt是一种细胞防御机制,通过上调线粒体伴侣蛋白和蛋白酶的表达来维持线粒体的完整性和功能。我们还确定了NAD+前体烟酰胺核苷(NR)是否可以减轻乙醇引发的细胞损伤。当ImKCs暴露于80 mm乙醇72 h时,它们表现出炎症、氧化应激和线粒体功能受损,线粒体含量降低,线粒体嵴结构变形。然而,NR抵消了乙醇的影响。此外,乙醇增加了UPRmt基因(如线粒体伴侣和蛋白酶)的mRNA和蛋白质水平,这些基因被NR减弱。值得注意的是,乙醇诱导的活化转录因子5(活化转录因子5,一种被认为是UPRmt转录调节因子)从线粒体进入细胞核的转移被NR消除。当ATF5被敲除时,乙醇对UPRmt基因的诱导被显著抑制。这表明ATF5在暴露于乙醇的ImKCs中诱导UPRmt基因的作用。我们还证实了在暴露于酒精的小鼠和人类肝脏中诱导UPRmt基因表达。我们的研究结果表明,NR能够缓解乙醇诱导的氧化应激、炎症和线粒体功能障碍,部分是通过调节ImKCs中atf5依赖的UPRmt途径,这表明它具有治疗ALD的潜力。©2024英国和爱尔兰病理学会。
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引用次数: 0
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The Journal of Pathology
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