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Leveraging deep learning to discover interpretable cellular spatial biomarkers for prognostic predictions based on hepatocellular carcinoma histology 利用深度学习发现可解释的细胞空间生物标志物,用于基于肝细胞癌组织学的预后预测
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-06-13 DOI: 10.1002/2056-4538.70033
Huijuan Hu, Tianhua Tan, Yerong Liu, Wei Liang, Wei Zhang, Jinsong Zhang, Ju Cui, Jinghai Song, Xuefei Li

The spatial structure of various cell types in the tumour microenvironment (TME) can provide valuable insights into disease progression. However, identifying the spatial organization of diverse cell types that significantly correlates with patient prognosis remains challenging. In this study, enabled by deep learning-based cell segmentation and recognition, we developed a computational pipeline to systematically quantify the spatial distribution features of tumour cells, stromal cells, and lymphocytes in haematoxylin and eosin (H&E)-stained pathological images of hepatocellular carcinoma (HCC). We identified six cellular spatial features that consistently and significantly correlated with the overall survival of patients in two independent HCC patient cohorts, The Cancer Genome Atlas Program cohort and the Beijing Hospital cohort. Each threshold for patient stratification was the same for both cohorts, and the six features independently served as prognostic indicators when individually analysed alongside clinical variables. Furthermore, the combination of features such as the mean value of cellular diversity around stromal cells (StrDiv-M), the median distance between all cells (CellDis-MED), and the median value of variation coefficient of the distance around stromal cells and their neighbours (CvStrDis-MED) could further stratify the patient prognosis. In addition, incorporating cell spatial features with another clinical feature, microvascular invasion improved prognostic stratification efficacy for patients from both cohorts. In conclusion, by quantifying the cellular spatial organization features in the HCC TME, we discovered novel biomarkers for evaluating tumour prognosis. These findings could promote mechanistic studies of the cellular spatial organization within the HCC TME and potentially guide future clinical treatment.

肿瘤微环境(TME)中各种细胞类型的空间结构可以为疾病进展提供有价值的见解。然而,识别与患者预后显著相关的不同细胞类型的空间组织仍然具有挑战性。在本研究中,通过基于深度学习的细胞分割和识别,我们开发了一个计算管道来系统地量化肝细胞癌(HCC)病理图像中肿瘤细胞、基质细胞和淋巴细胞的空间分布特征。我们在两个独立的HCC患者队列(癌症基因组图谱项目队列和北京医院队列)中确定了6个与患者总生存率一致且显著相关的细胞空间特征。患者分层的每个阈值在两个队列中是相同的,当与临床变量单独分析时,六个特征独立地作为预后指标。此外,结合基质细胞周围细胞多样性平均值(StrDiv-M)、所有细胞之间的中位数距离(CellDis-MED)、基质细胞与其邻近细胞之间的距离变异系数中位数(CvStrDis-MED)等特征,可以进一步对患者的预后进行分层。此外,将细胞空间特征与另一临床特征相结合,微血管侵袭提高了两组患者的预后分层疗效。总之,通过量化HCC TME中的细胞空间组织特征,我们发现了评估肿瘤预后的新生物标志物。这些发现可以促进HCC TME内细胞空间组织的机制研究,并可能指导未来的临床治疗。
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引用次数: 0
Entropy and expertise: assessing changes in pathologists' language over time using the UK Liver Pathology External Quality Assessment scheme 熵和专业知识:评估病理学家的语言随着时间的变化使用英国肝脏病理外部质量评估方案
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-06-13 DOI: 10.1002/2056-4538.70032
Jonathan P Callaghan, Katrina Z Freimane, Rachel M Brown, Alyn L Cratchley, Timothy J Kendall

External Quality Assessment (EQA) schemes are an important quality assurance tool and aim to ensure consistency among histopathologists. In this study, we use Shannon entropy as a novel metric to evaluate linguistic variability in the UK Liver Pathology EQA scheme. Analysing free-text responses by participants over a decade, we aimed to quantify language trends in morphological assessments and clinicopathological diagnoses. Accounting for an increasing word count and when pathologists joined the scheme, our findings reveal a significant increase in entropy of morphological assessments over time, indicating growing linguistic diversity that may reflect the increasing complexity of liver pathology. Entropy of clinicopathological diagnoses over the same period did not provide clear evidence for convergent diagnostic language. High entropy corresponded to cases that elicited more diverse responses and could be considered more challenging, highlighting the utility of this method to identify potential areas for targeted education. We demonstrate entropy as a novel tool to analyse pathologist language and enhance quality assurance in the evolving pathology landscape.

外部质量评估(EQA)方案是一种重要的质量保证工具,旨在确保组织病理学家之间的一致性。在这项研究中,我们使用香农熵作为一种新的度量来评估英国肝脏病理学EQA方案中的语言变异性。通过分析十多年来参与者的自由文本回复,我们旨在量化形态学评估和临床病理诊断中的语言趋势。考虑到字数的增加以及病理学家加入该计划,我们的研究结果显示,随着时间的推移,形态学评估的熵显著增加,表明语言多样性的增加可能反映了肝脏病理日益复杂。同一时期的临床病理诊断熵并没有为趋同诊断语言提供明确的证据。高熵对应于引起更多不同反应的情况,可以被认为更具挑战性,突出了该方法在确定目标教育的潜在领域方面的实用性。我们证明熵作为一种新的工具来分析病理学家的语言和提高质量保证在不断发展的病理景观。
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引用次数: 0
A quantitative tumor-wide analysis of morphological heterogeneity of colorectal adenocarcinoma 结直肠腺癌形态学异质性的全肿瘤范围定量分析
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-06-13 DOI: 10.1002/2056-4538.70034
Mihnea P Dragomir, Vlad Popovici, Simon Schallenberg, Martina Čarnogurská, David Horst, Rudolf Nenutil, Fred Bosman, Eva Budinská

The intertumoral and intratumoral heterogeneity of colorectal adenocarcinoma (CRC) at the morphologic level is poorly understood. Previously, we identified morphological patterns associated with CRC molecular subtypes and their distinct molecular motifs. Here we aimed to evaluate the heterogeneity of these patterns across CRC. Three pathologists evaluated dominant, secondary, and tertiary morphology on four sections from four different FFPE blocks per tumor in a pilot set of 22 CRCs. An AI-based image analysis tool was trained on these tumors to evaluate the morphologic heterogeneity on an extended set of 161 stage I–IV primary CRCs (n = 644 H&E sections). We found that most tumors had two or three different dominant morphotypes and the complex tubular (CT) morphotype was the most common. The CT morphotype showed no combinatorial preferences. Desmoplastic (DE) morphotype was rarely dominant and rarely combined with other dominant morphotypes. Mucinous (MU) morphotype was mostly combined with solid/trabecular (TB) and papillary (PP) morphotypes. Most tumors showed medium or high heterogeneity, but no associations were found between heterogeneity and clinical parameters. A higher proportion of DE morphotype was associated with higher T-stage, N-stage, distant metastases, AJCC stage, and shorter overall survival (OS) and relapse-free survival (RFS). A higher proportion of MU morphotype was associated with higher grade, right side, and microsatellite instability (MSI). PP morphotype was associated with earlier T- and N-stage, absence of metastases, and improved OS and RFS. CT was linked to left side, lower grade, and better survival in stage I–III patients. MSI tumors showed higher proportions of MU and TB, and lower CT and PP morphotypes. These findings suggest that morphological shifts accompany tumor progression and highlight the need for extensive sampling and AI-based analysis. In conclusion, we observed unexpectedly high intratumoral morphological heterogeneity of CRC and found that it is not heterogeneity per se, but the proportions of morphologies that are associated with clinical outcomes.

结直肠腺癌(CRC)在形态学水平上的肿瘤间和肿瘤内异质性尚不清楚。先前,我们确定了与CRC分子亚型相关的形态模式及其不同的分子基序。在这里,我们旨在评估这些模式在结直肠癌中的异质性。三名病理学家评估了22例CRCs中每个肿瘤的四个不同FFPE块的四个切片的显性、继发性和三级形态。基于人工智能的图像分析工具对这些肿瘤进行了训练,以评估161例I-IV期原发性crc (n = 644例H&;E切片)的形态学异质性。我们发现大多数肿瘤有两种或三种不同的优势形态,以复杂管状(CT)形态最为常见。CT形态无组合偏好。Desmoplastic (DE)形态型很少是显性的,也很少与其他显性形态型合并。黏液型(MU)多与实型/小梁型(TB)和乳头状型(PP)相结合。大多数肿瘤表现为中等或高度异质性,但异质性与临床参数之间未发现相关性。较高比例的DE形态型与较高的t期、n期、远处转移、AJCC期、较短的总生存期(OS)和无复发生存期(RFS)相关。较高比例的MU形态型与较高的分级、右侧和微卫星不稳定性(MSI)相关。PP形态与早期T期和n期、无转移、OS和RFS改善相关。在I-III期患者中,CT显示左侧,分级较低,生存率较高。MSI肿瘤中MU和TB的比例较高,CT和PP形态较低。这些发现表明,形态变化伴随着肿瘤的进展,并强调了广泛采样和基于人工智能的分析的必要性。总之,我们观察到CRC出乎意料的高肿瘤内形态学异质性,并发现它本身不是异质性,而是与临床结果相关的形态学比例。
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引用次数: 0
Investigation of three alternative histopathological scoring methods at the invasive tumour front in colorectal cancer 结直肠癌侵袭性肿瘤前缘三种不同组织病理学评分方法的探讨
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-05-15 DOI: 10.1002/2056-4538.70031
Walaiphorn Woraharn, Ashley McCulloch, Christopher Bigley, Phimmada Hatthakarnkul, Kathryn Pennel, Peter Alexander, Hester van Wyk, Antonia Roseweir, Jennifer Hay, Noori Maka, James Park, Nigel B Jamieson, Joanne Edwards, Campbell SD Roxburgh

Although the characteristics at the invasive tumour front in colorectal cancer (CRC) are simple to assess, they are not included in routine pathology reports because they lack reproducibility and standardisation. In this study, we aimed to validate alternative scoring methods at the invasive tumour front in a large cohort of stage I–III CRC. The retrospective analysis was performed on haematoxylin and eosin–stained sections from 538 patients. At the invasive tumour front, tumour characteristics were scored using three alternative methods: the Karamitopoulou method, which evaluates the percentage of infiltrative tumour; the Taskin method, a five-point grading scale; and the tumour growth pattern (TGP) method, which classifies patterns as pushing, intermediate, or infiltrative. For interobserver assessment, the Karamitopoulou and TGP methods showed good agreement while the Taskin method presented fair agreement. High scores with the Karamitopoulou and Taskin methods correlated significantly with adverse prognostic factors, particularly advanced T stage (p < 0.001), N stage (p < 0.001), and the presence of peritoneal involvement (p < 0.001). The survival rate of the TGP method demonstrated that patients with an infiltrative growth pattern had significantly worse CRC survival compared to those with pushing and intermediate growth patterns (p < 0.001) and the TGP method retained its independence as a prognostic factor in multivariable Cox regression analysis only for colon cancer-specific survival (p < 0.001). The TGP scoring method is an independent prognostic factor only for colon cancer with simple and inexpensive assessment, underlining its practicality in routine reporting. Additionally, this method could be included as an additional histopathological risk indicator with the potential to guide therapeutic decision making.

尽管结直肠癌(CRC)侵袭性肿瘤前沿的特征很容易评估,但由于缺乏可重复性和标准化,这些特征未包括在常规病理报告中。在这项研究中,我们的目的是在一个大队列的I-III期CRC中验证侵袭性肿瘤前沿的替代评分方法。回顾性分析538例患者的苏木精和伊红染色切片。在浸润性肿瘤前沿,使用三种替代方法对肿瘤特征进行评分:Karamitopoulou法,评估浸润性肿瘤的百分比;Taskin方法,一个五分制的评分量表;以及肿瘤生长模式(TGP)方法,将模式分为推进型、中间型或浸润型。对于观察者间评价,Karamitopoulou方法和TGP方法具有较好的一致性,而Taskin方法具有较好的一致性。Karamitopoulou法和Taskin法的高分与不良预后因素显著相关,特别是晚期T期(p < 0.001)、N期(p < 0.001)和腹膜累及(p < 0.001)。TGP方法的生存率表明,浸润性生长模式患者的CRC生存率明显低于推进型和中间型生长模式患者(p < 0.001),并且在多变量Cox回归分析中,TGP方法仅在结肠癌特异性生存中保留了其作为预后因素的独立性(p < 0.001)。TGP评分法是一种仅适用于结肠癌的独立预后因素,评估简单、费用低廉,在常规报道中具有实用性。此外,该方法可以作为一个额外的组织病理学风险指标,具有指导治疗决策的潜力。
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引用次数: 0
Emerging pathological diagnostic strategies for solid pseudopapillary neoplasm of the pancreas: insights from omics and innovative techniques 新兴的胰腺实体假乳头状肿瘤病理诊断策略:来自组学和创新技术的见解
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-05-01 DOI: 10.1002/2056-4538.70029
Yuanhao Liu, Junya Peng, Yupei Zhao, Wenze Wang

Solid pseudopapillary neoplasm (SPN) of the pancreas is a rare, low-grade malignant tumor, representing 0.9–2.7% of all exocrine pancreatic tumors. SPN patients generally have a favorable prognosis with a 5-year survival rate exceeding 95% following complete surgical resection. Accurate diagnosis is crucial to avoid unnecessary treatments. Currently, SPN diagnosis relies on imaging techniques such as CT and MRI, along with immunohistochemical analysis of biopsy and resection samples. The main challenge in diagnosis is the potential inability to accurately identify recurrent or metastatic SPN, as well as ‘malignant’ SPN, due to the lack of specific biomarkers. Advances in high-throughput omics technologies, including genomics, transcriptomics, proteomics and metabolomics, have opened new avenues for identifying novel biomarkers for SPN. Additional, liquid biopsy techniques have enabled more comprehensive analysis of biosamples such as pancreatic cyst fluid, offering promising prospects for preoperative diagnosis. This review highlights recent research on SPN diagnosis, focusing on immunohistochemical markers, tissue sampling methods and the potential of omics approaches. It also discusses the challenges and opportunities in improving diagnostic accuracy, particularly for high-grade and metastatic SPNs.

胰腺实性假乳头状肿瘤(SPN)是一种罕见的低级别恶性肿瘤,占所有外分泌胰腺肿瘤的0.9-2.7%。SPN患者一般预后良好,手术完全切除后5年生存率超过95%。准确的诊断对于避免不必要的治疗至关重要。目前,SPN的诊断依赖于CT和MRI等成像技术,以及活检和切除样本的免疫组织化学分析。诊断的主要挑战是由于缺乏特异性的生物标志物,可能无法准确识别复发或转移性SPN以及“恶性”SPN。高通量组学技术的进步,包括基因组学、转录组学、蛋白质组学和代谢组学,为鉴定新的SPN生物标志物开辟了新的途径。此外,液体活检技术能够更全面地分析生物样本,如胰腺囊肿液,为术前诊断提供了广阔的前景。本文综述了最近在SPN诊断方面的研究,重点是免疫组织化学标记物、组织采样方法和组学方法的潜力。它还讨论了提高诊断准确性的挑战和机遇,特别是对于高级别和转移性spn。
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引用次数: 0
AXL and SRC in clear cell renal cell carcinoma: absence of mutations, rare alternative splicing events, but association of protein expression with poor prognosis 透明细胞肾细胞癌中的 AXL 和 SRC:无突变、罕见的替代剪接事件,但蛋白表达与不良预后有关
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-04-22 DOI: 10.1002/2056-4538.70028
Muriel D Brada, Tülay Karakulak, Peter Schraml, Martina Haberecker, Dorothea Rutishauser, Jeffrey S Ross, Daniel Eberli, Holger Moch

Novel treatment options for metastatic renal cell carcinomas (RCC) include specific MET inhibitors, GAS6/AXL inhibitors, and SRC inhibitors. The interplay between c-MET, SRC, AXL expression, and their gene mutation patterns in different renal carcinoma subtypes is unclear. To improve the understanding of these signaling pathways, we analyzed c-MET, AXL, and SRC expression in 590 clear cell RCC (ccRCC) and 127 papillary RCC (pRCC) by immunohistochemistry and integrated sequencing data to investigate the frequency of MET, AXL, and SRC gene mutations, their expression levels, and the presence of splice variants. In TCGA and in Foundation Medicine, Inc. (FMI) datasets, AXL and SRC gene alterations were extremely rare (<2%) or absent in ccRCC (n = 531 and 2,781, respectively) and pRCC (n = 290 and 566, respectively). On the other hand, MET mutations or amplifications were found in 9.7% (TCGA) and 10.2% (FMI) of pRCC. We show that strong SRC staining intensity by immunohistochemistry is associated with high tumor stage, high grade, and shorter survival in ccRCC (p < 0.001 each). AXL expression correlates with high stage and grade in ccRCC (p < 0.001 each). Both SRC and AXL expression were independent prognostic parameters in multivariate analysis (p < 0.05). MET expression is associated with longer survival in pRCC (p < 0.05). Our TCGA data analysis aligns with SRC immunohistochemistry findings on tumor stage and shorter survival in ccRCC. TCGA expression data showed a moderate positive correlation between AXL and c-MET in pRCC. In addition, we identified alternative splicing events reported for AXL in pRCC, and MET and SRC in ccRCC, across various alternative splicing databases. In conclusion, we identified high SRC expression as a biomarker for poor prognosis of ccRCC. Our data demonstrate c-MET, AXL, and SRC signaling pathway interactions independent of c-MET, AXL, and SRC mutations in ccRCC.

转移性肾细胞癌(RCC)的新型治疗方案包括特异性 MET 抑制剂、GAS6/AXL 抑制剂和 SRC 抑制剂。不同肾癌亚型中c-MET、SRC、AXL的表达及其基因突变模式之间的相互作用尚不清楚。为了加深对这些信号通路的了解,我们通过免疫组化分析了590例透明细胞RCC(ccRCC)和127例乳头状RCC(pRCC)中c-MET、AXL和SRC的表达情况,并整合了测序数据,研究了MET、AXL和SRC基因突变的频率、表达水平以及是否存在剪接变异。在TCGA和Foundation Medicine, Inc.(FMI)数据集中,AXL和SRC基因改变在ccRCC(分别为531人和2781人)和pRCC(分别为290人和566人)中极为罕见(<2%)或不存在。另一方面,在9.7%(TCGA)和10.2%(FMI)的pRCC中发现了MET突变或扩增。我们的研究表明,免疫组化的强 SRC 染色强度与 ccRCC 的高肿瘤分期、高分级和较短的生存期相关(p < 0.001)。AXL 的表达与 ccRCC 的高分期和高分级相关(p 均为 0.001)。在多变量分析中,SRC和AXL的表达都是独立的预后参数(p < 0.05)。MET 的表达与 pRCC 存活期的延长有关(p < 0.05)。我们的TCGA数据分析与SRC免疫组化关于ccRCC肿瘤分期和较短生存期的研究结果一致。TCGA表达数据显示,AXL和c-MET在pRCC中呈中度正相关。此外,我们还在各种替代剪接数据库中发现了pRCC中AXL的替代剪接事件,以及ccRCC中MET和SRC的替代剪接事件。总之,我们发现 SRC 的高表达是 ccRCC 预后不良的生物标志物。我们的数据证明了 c-MET、AXL 和 SRC 信号通路在 ccRCC 中的相互作用与 c-MET、AXL 和 SRC 突变无关。
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引用次数: 0
Netrin-1 and B-cell maturation antigen expression in a large cohort of 361 lymphomas: sensitive and specific staining in plasmablastic lymphomas, and therapeutic perspectives Netrin-1和b细胞成熟抗原在361例淋巴瘤中的表达:浆母细胞淋巴瘤的敏感性和特异性染色,以及治疗前景
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-04-15 DOI: 10.1002/2056-4538.70027
Marie Donzel, Alexis Trecourt, Hervé Ghesquières, Thi-Thuy-Trinh Nguyen, Sara Dandash, Morgane Denis, Emeline Cros-Perrial, Juliette Fontaine, Charles Dumontet, Alexandra Traverse-Glehen

Netrin-1 and B-cell maturation antigen (BCMA) are currently being evaluated as therapeutic targets in oncology. However, studies investigating their expression in mature human lymphoid malignancies are sparse. This study aimed to investigate the expression of BCMA and Netrin-1 in a large cohort of lymphomas to determine their potential role as biomarkers or therapeutic targets. BCMA and Netrin-1 expression was investigated comprehensively using immunohistochemistry in a cohort that included 261 B-cell lymphomas, 45 T-cell lymphomas, and 55 classical Hodgkin lymphomas. Netrin-1 displayed a cytoplasmic staining pattern in plasmablastic lymphomas (27/28, 96%) and classical Hodgkin lymphomas (8/55, 15%). BCMA displayed cytoplasmic staining in most plasmablastic lymphomas (17/20, 85%). Among mature B-cell lymphomas, Netrin-1 and BCMA displayed sensitive (96% and 85%, respectively) and specific (100% and 95%, respectively) staining in plasmablastic lymphomas. These results suggest that these proteins may help pathologists in complex diagnoses and reinforce the interest in developing clinical trials assessing Netrin-1 or BCMA-targeted therapies in plasmablastic lymphoma and classical Hodgkin lymphomas, for which our therapeutic arsenal is weak.

Netrin-1和b细胞成熟抗原(BCMA)目前正被评估为肿瘤治疗靶点。然而,研究它们在成熟的人类淋巴细胞恶性肿瘤中的表达是稀少的。本研究旨在研究BCMA和Netrin-1在大量淋巴瘤中的表达,以确定它们作为生物标志物或治疗靶点的潜在作用。在包括261例b细胞淋巴瘤、45例t细胞淋巴瘤和55例经典霍奇金淋巴瘤的队列中,利用免疫组织化学全面研究BCMA和Netrin-1的表达。Netrin-1在浆母细胞淋巴瘤(27/ 28,96%)和经典霍奇金淋巴瘤(8/ 55,15%)中呈细胞质染色模式。大多数浆母细胞淋巴瘤(17/ 20,85%)BCMA显示细胞质染色。在成熟b细胞淋巴瘤中,Netrin-1和BCMA在浆母细胞淋巴瘤中表现出敏感性(分别为96%和85%)和特异性(分别为100%和95%)。这些结果表明,这些蛋白可以帮助病理学家进行复杂的诊断,并加强对评估Netrin-1或bcma靶向治疗浆母细胞淋巴瘤和经典霍奇金淋巴瘤的临床试验的兴趣,我们的治疗库薄弱。
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引用次数: 0
Genomic features of liquid biopsies from patients with prostate cancer with and without ductal adenocarcinoma 前列腺癌伴或不伴导管腺癌患者液体活检的基因组特征
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-04-02 DOI: 10.1002/2056-4538.70026
Qiyu Zhu, Ting Wang, Yifu Shi, Xiuya Zhou, Dingbang Liu, Junru Chen, Haoyang Liu, Fengnian Zhao, Chenhao Xu, Yuntian Chen, Jiayu Liang, Ni Chen, Pengfei Shen, Hao Zeng, Jinge Zhao

Ductal adenocarcinoma of the prostate (DA) is relatively rare and highly co-existent with prostate adenocarcinoma (AC). This study aimed to investigate the distinctive genomic profiles of patients with DA compared to those without. Blood samples were obtained from 144 patients (36 with DA and 108 without DA) who were diagnosed from 2017 to 2023 at West China Hospital. We performed cell-free DNA sequencing to investigate the genomic differences between patients with DA [DA(+)] and those without [DA(−)], and explored the potential associations between their mutational status and prognosis. Pathogenic and likely pathogenic alterations were included for analysis. We identified that AR pathway [16/36 (44.4%) versus 24/108 (22.2%), p = 0.017] and WNT pathway [6/36 (16.7%) versus 5/108 (4.6%), p = 0.029] mutations were significantly enriched in DA(+) compared to DA(−) patients. Mutation of FOXA1, as a key component of the AR pathway, demonstrated markedly higher prevalence in the DA(+) over the DA(−) cohort [25% (9/36) versus 4.6% (5/108), p = 0.0012]. The DNA damage repair mutation rate and the homologous recombination repair deficiency scores appeared to be comparable between the DA(+) and DA(−) patients. In the metastatic population, DA was characterized by a higher speckle-type POZ protein (SPOP) mutation rate. TP53 mutation was associated with a deteriorating prognosis for both DA(+) and DA(−) patients in terms of castration-free survival. In conclusion, our findings provide further genomic insights into prostate cancer with ductal morphology and are instructive for the diagnosis and treatment of DA.

前列腺导管腺癌(DA)相对罕见,且与前列腺腺癌(AC)高度共存。本研究旨在研究DA患者与非DA患者的独特基因组图谱。对2017年至2023年在华西医院确诊的144例DA患者(36例DA, 108例无DA)进行血样采集。我们通过无细胞DNA测序来研究DA患者[DA(+)]和非DA患者[DA(−)]之间的基因组差异,并探讨其突变状态与预后之间的潜在关联。包括致病性和可能致病性的改变进行分析。我们发现,与DA(-)患者相比,DA(+)患者中AR通路[16/36(44.4%)对24/108 (22.2%),p = 0.017]和WNT通路[6/36(16.7%)对5/108 (4.6%),p = 0.029]突变显著富集。作为AR通路的关键组成部分,FOXA1突变在DA(+)组中的患病率明显高于DA(-)组[25%(9/36)对4.6% (5/108),p = 0.0012]。DNA损伤修复突变率和同源重组修复缺陷评分在DA(+)和DA(-)患者之间似乎具有可比性。在转移人群中,DA的特点是更高的斑点型POZ蛋白(SPOP)突变率。TP53突变与DA(+)和DA(-)患者无去势生存预后恶化相关。总之,我们的研究结果为前列腺导管形态的前列腺癌提供了进一步的基因组认识,并对DA的诊断和治疗具有指导意义。
{"title":"Genomic features of liquid biopsies from patients with prostate cancer with and without ductal adenocarcinoma","authors":"Qiyu Zhu,&nbsp;Ting Wang,&nbsp;Yifu Shi,&nbsp;Xiuya Zhou,&nbsp;Dingbang Liu,&nbsp;Junru Chen,&nbsp;Haoyang Liu,&nbsp;Fengnian Zhao,&nbsp;Chenhao Xu,&nbsp;Yuntian Chen,&nbsp;Jiayu Liang,&nbsp;Ni Chen,&nbsp;Pengfei Shen,&nbsp;Hao Zeng,&nbsp;Jinge Zhao","doi":"10.1002/2056-4538.70026","DOIUrl":"10.1002/2056-4538.70026","url":null,"abstract":"<p>Ductal adenocarcinoma of the prostate (DA) is relatively rare and highly co-existent with prostate adenocarcinoma (AC). This study aimed to investigate the distinctive genomic profiles of patients with DA compared to those without. Blood samples were obtained from 144 patients (36 with DA and 108 without DA) who were diagnosed from 2017 to 2023 at West China Hospital. We performed cell-free DNA sequencing to investigate the genomic differences between patients with DA [DA(+)] and those without [DA(−)], and explored the potential associations between their mutational status and prognosis. Pathogenic and likely pathogenic alterations were included for analysis. We identified that AR pathway [16/36 (44.4%) versus 24/108 (22.2%), <i>p</i> = 0.017] and WNT pathway [6/36 (16.7%) versus 5/108 (4.6%), <i>p</i> = 0.029] mutations were significantly enriched in DA(+) compared to DA(−) patients. Mutation of <i>FOXA1</i>, as a key component of the AR pathway, demonstrated markedly higher prevalence in the DA(+) over the DA(−) cohort [25% (9/36) versus 4.6% (5/108), <i>p</i> = 0.0012]. The DNA damage repair mutation rate and the homologous recombination repair deficiency scores appeared to be comparable between the DA(+) and DA(−) patients. In the metastatic population, DA was characterized by a higher speckle-type POZ protein (<i>SPOP</i>) mutation rate. <i>TP53</i> mutation was associated with a deteriorating prognosis for both DA(+) and DA(−) patients in terms of castration-free survival. In conclusion, our findings provide further genomic insights into prostate cancer with ductal morphology and are instructive for the diagnosis and treatment of DA.</p>","PeriodicalId":48612,"journal":{"name":"Journal of Pathology Clinical Research","volume":"11 3","pages":""},"PeriodicalIF":3.7,"publicationDate":"2025-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/2056-4538.70026","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143762177","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
MMR deficiency is frequent in colorectal carcinomas with diffuse SLFN11 immunostaining: clinicopathologic and molecular study of 31 cases identified among 3,300 tumors MMR缺乏在弥漫性SLFN11免疫染色的结直肠癌中很常见:3300例肿瘤中31例的临床病理和分子研究
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-03-19 DOI: 10.1002/2056-4538.70025
Maciej Kaczorowski, Małgorzata Chłopek, Ondřej Daum, Kris Ylaya, Tomáš Vaněček, Magdalena Szczepaniak, Karol Krawczyk, Artur Kowalik, Michal Michal, Jerzy Lasota, Markku Miettinen

Schlafen 11 (SLFN11), a regulator of cell fate following DNA injury, sensitizes tumor cells to DNA-damaging agents. Patients with SLFN11-positive tumors may benefit from DNA-damaging chemotherapies. SLFN11 has been studied in different types of cancer including colorectal carcinomas. However, colorectal carcinomas with diffuse positivity (expression in ≥80% of tumor cells) have not been meticulously characterized. SLFN11 immunostaining of tumor microarrays (TMAs) with 3,300 primary CRCs identified 65 (~2.0%) tumors with focal staining (<10% of tumor nuclei positive), 83 (~2.5%) with patchy (≥10% and <80%) and 51 (~1.5%) with diffuse (≥80%) SLFN11 positivity. The latter was confirmed on full sections from donor blocks in 31 (~1%) cases, which were further studied including evaluation of additional immunohistochemical markers, genotyping with targeted DNA sequencing, and assessment of microsatellite instability. SLFN11-positive carcinomas were mostly (21/31, 68%) right-sided tumors with a female predominance (21/31, 68%) and median age of 67 years. Eighteen of 31 (58%) contained areas of mucinous differentiation. Deficiency of mismatch repair proteins was detected in 65% (20/31) of SLFN11-positive carcinomas. Moreover, MLH1 (n = 2), MSH2, MSH6, and PMS2 germline mutations were identified in 25% (5/20) of patients with mismatch repair deficient tumors. BRAF p.V600E mutation was found in 45% (9/20) of mismatch repair deficient, but only 1 of 11 proficient tumors. Colorectal carcinomas with diffuse SLFN11 positivity were often mismatch repair deficient tumors with their typical clinical, morphological, and molecular characteristics.

Schlafen 11 (SLFN11)是DNA损伤后细胞命运的调节因子,使肿瘤细胞对DNA损伤剂敏感。slfn11阳性肿瘤患者可能受益于dna损伤化疗。SLFN11已在包括结直肠癌在内的不同类型的癌症中进行了研究。然而,弥漫阳性(≥80%的肿瘤细胞中表达)的结直肠癌尚未被详细描述。用肿瘤微阵列(tma)对3300个原发crc进行SLFN11免疫染色,发现65例(~2.0%)肿瘤灶性染色(约10%的肿瘤核呈阳性),83例(~2.5%)呈斑状(≥10%和80%),51例(~1.5%)呈弥漫性(≥80%)SLFN11阳性。后者在31例(约1%)供体块的完整切片上得到证实,进一步研究包括评估额外的免疫组织化学标记,靶向DNA测序的基因分型和评估微卫星不稳定性。slfn11阳性癌以右侧肿瘤居多(21/ 31,68 %),女性居多(21/ 31,68 %),中位年龄67岁。31例中有18例(58%)含有粘液分化区。在65%(20/31)的slfn11阳性癌中检测到错配修复蛋白的缺乏。此外,在25%(5/20)错配修复缺陷肿瘤患者中发现了MLH1 (n = 2)、MSH2、MSH6和PMS2种系突变。错配修复缺陷患者中有45%(9/20)存在BRAF p.V600E突变,但11例肿瘤中仅有1例存在BRAF p.V600E突变。弥漫性SLFN11阳性的结直肠癌多为错配修复缺陷肿瘤,具有典型的临床、形态学和分子特征。
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引用次数: 0
Do explainable AI (XAI) methods improve the acceptance of AI in clinical practice? An evaluation of XAI methods on Gleason grading 可解释的人工智能(XAI)方法是否提高了人工智能在临床实践中的接受度?XAI方法在Gleason分级中的评价
IF 3.7 2区 医学 Q1 PATHOLOGY Pub Date : 2025-03-13 DOI: 10.1002/2056-4538.70023
Robin Manz, Jonas Bäcker, Samantha Cramer, Philip Meyer, Dominik Müller, Anna Muzalyova, Lukas Rentschler, Christoph Wengenmayr, Ludwig Christian Hinske, Ralf Huss, Johannes Raffler, Iñaki Soto-Rey

This work aimed to evaluate both the usefulness and user acceptance of five gradient-based explainable artificial intelligence (XAI) methods in the use case of a prostate carcinoma clinical decision support system environment. In addition, we aimed to determine whether XAI helps to increase the acceptance of artificial intelligence (AI) and recommend a particular method for this use case. The evaluation was conducted on a tool developed in-house with different visualization approaches to the AI-generated Gleason grade and the corresponding XAI explanations on top of the original slide. The study was a heuristic evaluation of five XAI methods. The participants were 15 pathologists from the University Hospital of Augsburg with a wide range of experience in Gleason grading and AI. The evaluation consisted of a user information form, short questionnaires on each XAI method, a ranking of the methods, and a general questionnaire to evaluate the performance and usefulness of the AI. There were significant differences between the ratings of the methods, with Grad-CAM++ performing best. Both AI decision support and XAI explanations were seen as helpful by the majority of participants. In conclusion, our pilot study suggests that the evaluated XAI methods can indeed improve the usefulness and acceptance of AI. The results obtained are a good indicator, but further studies involving larger sample sizes are warranted to draw more definitive conclusions.

这项工作旨在评估五种基于梯度的可解释人工智能(XAI)方法在前列腺癌临床决策支持系统环境用例中的有用性和用户接受度。此外,我们的目标是确定XAI是否有助于提高人工智能(AI)的接受度,并为该用例推荐一种特定的方法。评估是在内部开发的工具上进行的,该工具采用了不同的可视化方法来显示人工智能生成的Gleason等级,并在原始幻灯片上给出相应的XAI解释。本研究是对五种XAI方法的启发式评价。参与者是来自奥格斯堡大学医院的15名病理学家,他们在格里森分级和人工智能方面有着广泛的经验。评估包括用户信息表、关于每种XAI方法的简短问卷、方法排名以及评估AI性能和有用性的一般问卷。两种方法的评分存在显著差异,其中Grad-CAM++表现最好。大多数参与者认为AI决策支持和XAI解释都是有帮助的。总之,我们的初步研究表明,评估的XAI方法确实可以提高人工智能的有用性和接受度。获得的结果是一个很好的指标,但需要进一步的研究,涉及更大的样本量,以得出更明确的结论。
{"title":"Do explainable AI (XAI) methods improve the acceptance of AI in clinical practice? An evaluation of XAI methods on Gleason grading","authors":"Robin Manz,&nbsp;Jonas Bäcker,&nbsp;Samantha Cramer,&nbsp;Philip Meyer,&nbsp;Dominik Müller,&nbsp;Anna Muzalyova,&nbsp;Lukas Rentschler,&nbsp;Christoph Wengenmayr,&nbsp;Ludwig Christian Hinske,&nbsp;Ralf Huss,&nbsp;Johannes Raffler,&nbsp;Iñaki Soto-Rey","doi":"10.1002/2056-4538.70023","DOIUrl":"10.1002/2056-4538.70023","url":null,"abstract":"<p>This work aimed to evaluate both the usefulness and user acceptance of five gradient-based explainable artificial intelligence (XAI) methods in the use case of a prostate carcinoma clinical decision support system environment. In addition, we aimed to determine whether XAI helps to increase the acceptance of artificial intelligence (AI) and recommend a particular method for this use case. The evaluation was conducted on a tool developed in-house with different visualization approaches to the AI-generated Gleason grade and the corresponding XAI explanations on top of the original slide. The study was a heuristic evaluation of five XAI methods. The participants were 15 pathologists from the University Hospital of Augsburg with a wide range of experience in Gleason grading and AI. The evaluation consisted of a user information form, short questionnaires on each XAI method, a ranking of the methods, and a general questionnaire to evaluate the performance and usefulness of the AI. There were significant differences between the ratings of the methods, with Grad-CAM++ performing best. Both AI decision support and XAI explanations were seen as helpful by the majority of participants. In conclusion, our pilot study suggests that the evaluated XAI methods can indeed improve the usefulness and acceptance of AI. The results obtained are a good indicator, but further studies involving larger sample sizes are warranted to draw more definitive conclusions.</p>","PeriodicalId":48612,"journal":{"name":"Journal of Pathology Clinical Research","volume":"11 2","pages":""},"PeriodicalIF":3.7,"publicationDate":"2025-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/2056-4538.70023","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143612408","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
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Journal of Pathology Clinical Research
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