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Authors' reply: Re: Koga et al. Retrieval-augmented generation versus document-grounded generation: a key distinction in large language models. 作者回复:Re: Koga et al。检索增强生成与基于文档的生成:大型语言模型中的关键区别。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2025-01-01 DOI: 10.1002/2056-4538.70013
Katherine J Hewitt, Isabella C Wiest, Jakob N Kather
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引用次数: 0
Retrieval-augmented generation versus document-grounded generation: a key distinction in large language models. 检索增强生成与基于文档的生成:大型语言模型中的关键区别。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2025-01-01 DOI: 10.1002/2056-4538.70014
Shunsuke Koga, Daisuke Ono, Amrom Obstfeld
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引用次数: 0
Immunohistochemistry-based molecular subtypes of urothelial carcinoma derive different survival benefit from platinum chemotherapy. 基于免疫组织化学的尿路上皮癌分子亚型从铂化疗中获得不同的生存益处。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2025-01-01 DOI: 10.1002/2056-4538.70017
Csilla Olah, Oleksandr Shmorhun, Gilbert Georg Klamminger, Josefine Rawitzer, Lara Sichward, Boris Hadaschik, Mulham Al-Nader, Ulrich Krafft, Christian Niedworok, Melinda Váradi, Peter Nyirady, Andras Kiss, Eszter Szekely, Henning Reis, Tibor Szarvas

Distinct molecular subtypes of muscle-invasive bladder cancer (MIBC) may show different platinum sensitivities. Currently available data were mostly generated at transcriptome level and have limited comparability to each other. We aimed to determine the platinum sensitivity of molecular subtypes by using the protein expression-based Lund Taxonomy. In addition, we assessed the tumor heterogeneity within the primary tumor and between the primary and lymph node (LN) metastatic sites. Thirteen immunohistochemical markers were stained in a tissue microarray with an overall number of 1,508 cores. Statistical evaluation was performed in 199 patients divided into three chemo-naïve MIBC cohorts: (1) pT3/4 and/or LN+ patients who received radical cystectomy without platinum treatment, (2) patients who received adjuvant chemotherapy (AC), and (3) patients who underwent palliative platinum treatment for metastatic disease or postoperative progression. Overall survival (OS) was used as the primary endpoint. Patients with the genomically unstable (GU) subtype had significantly better OS in the AC group compared to the radical cystectomy group (HR: 0.395, 95% CI: 0.205-0.795, p = 0.005). In contrast, no such association was observed for the basal/squamous (Ba/Sq) subtype. Intratumor heterogeneity was present in 19% of cases, with the lowest level in the Ba/Sq and GU tumors (14% each) and the highest level of 43% in small-cell/neuroendocrine-like tumors. There was greater subtype heterogeneity between primary tumors and LN metastases. In conclusion, immunohistochemistry-based Lund Taxonomy subtypes remain stable within the same primary tumor, with the GU subtype deriving the greatest OS benefit from AC. However, high tumor heterogeneity between the primary tumor and metastatic sites can impact the effectiveness of therapies.

不同分子亚型的肌肉浸润性膀胱癌(MIBC)可能表现出不同的铂敏感性。目前可用的数据大多是在转录组水平产生的,彼此之间的可比性有限。我们的目的是通过基于蛋白表达的Lund分类来确定分子亚型的铂敏感性。此外,我们评估了原发肿瘤内部以及原发和淋巴结(LN)转移部位之间的肿瘤异质性。13个免疫组织化学标记在组织芯片上染色,总共有1,508个核。对199例患者进行统计评估,分为三个chemo-naïve MIBC队列:(1)接受根治性膀胱切除术而不接受铂治疗的pT3/4和/或LN+患者,(2)接受辅助化疗(AC)的患者,(3)因转移性疾病或术后进展而接受姑息性铂治疗的患者。总生存期(OS)作为主要终点。与根治性膀胱切除术组相比,AC组基因组不稳定(GU)亚型患者的OS明显更好(HR: 0.395, 95% CI: 0.205-0.795, p = 0.005)。相比之下,基底/鳞状(Ba/Sq)亚型没有观察到这种关联。19%的病例存在肿瘤内异质性,Ba/Sq和GU肿瘤的异质性最低(各占14%),小细胞/神经内分泌样肿瘤的异质性最高(43%)。原发肿瘤和淋巴结转移之间存在更大的亚型异质性。总之,基于免疫组织化学的Lund分类亚型在同一原发肿瘤中保持稳定,其中GU亚型从AC中获得最大的OS获益。然而,原发肿瘤和转移部位之间的高度肿瘤异质性会影响治疗的有效性。
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引用次数: 0
Loss of MTAP expression is strongly linked to homozygous 9p21 deletion, unfavorable tumor phenotype, and noninflamed microenvironment in urothelial bladder cancer MTAP表达的缺失与尿路上皮膀胱癌的同源性9p21缺失、不利的肿瘤表型和非炎症微环境密切相关。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2024-12-12 DOI: 10.1002/2056-4538.70012
Natalia Gorbokon, Niklas Wößner, Viktoria Ahlburg, Henning Plage, Sebastian Hofbauer, Kira Furlano, Sarah Weinberger, Paul Giacomo Bruch, Simon Schallenberg, Florian Roßner, Sefer Elezkurtaj, Maximilian Lennartz, Niclas C Blessin, Andreas H Marx, Henrik Samtleben, Margit Fisch, Michael Rink, Marcin Slojewski, Krystian Kaczmarek, Thorsten Ecke, Tobias Klatte, Stefan Koch, Nico Adamini, Sarah Minner, Ronald Simon, Guido Sauter, Henrik Zecha, David Horst, Thorsten Schlomm, Lukas Bubendorf, Martina Kluth

Homozygous 9p21 deletions usually result in a complete loss of S-methyl-5′-thioadenosine phosphorylase (MTAP) expression visualizable by immunohistochemistry (IHC). MTAP deficiency has been proposed as a marker for predicting targeted treatment response. A tissue microarray including 2,710 urothelial bladder carcinomas were analyzed for 9p21 deletion by fluorescence in situ hybridization and MTAP expression by IHC. Data were compared with data on tumor phenotype, patient survival, intratumoral lymphocyte subsets, and PD-L1 expression. The 9p21 deletion rate increased from pTaG2 low (9.2% homozygous, 25.8% heterozygous) to pTaG2 high (32.6%, 20.9%; p < 0.0001) but was slightly lower in pTaG3 (16.7%, 16.7%) tumors. In pT2–4 carcinomas, 23.3% homozygous and 17.9% heterozygous deletions were found, and deletions were tied to advanced pT (p = 0.0014) and poor overall survival (p = 0.0461). Complete MTAP loss was seen in 98.4% of homozygous deleted while only 1.6% of MTAP negative tumors had retained 9p21 copies (p < 0.0001). MTAP loss was linked to advanced stage and poor overall survival in pT2–4 carcinomas (p < 0.05 each). The relationship between 9p21 deletions/MTAP loss and poor patient prognosis was independent of pT and pN (p < 0.05 each). The 9p21 deletions were associated with a noninflamed microenvironment (p < 0.05). Complete MTAP loss is strongly tied to homozygous 9p21 deletion, aggressive disease, and noninflamed microenvironment. Drugs targeting MTAP-deficiency may be useful in urothelial bladder carcinoma. MTAP IHC is a near perfect surrogate for MTAP deficiency in this tumor type.

9p21 基因缺失通常会导致 S-甲基-5'-硫代腺苷磷酸化酶(MTAP)表达的完全丧失,免疫组织化学(IHC)可对其进行检测。MTAP 缺乏被认为是预测靶向治疗反应的标志物。通过荧光原位杂交分析了包括 2,710 例尿路膀胱癌在内的组织芯片的 9p21 缺失情况,并通过 IHC 分析了 MTAP 的表达情况。数据与肿瘤表型、患者生存期、瘤内淋巴细胞亚群和 PD-L1 表达等数据进行了比较。9p21缺失率从pTaG2低(9.2%同卵,25.8%杂合)上升到pTaG2高(32.6%,20.9%;p
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引用次数: 0
Large multimodal model-based standardisation of pathology reports with confidence and its prognostic significance 基于大型多模态模型的病理报告置信度标准化及其预后意义。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2024-11-15 DOI: 10.1002/2056-4538.70010
Ethar Alzaid, Gabriele Pergola, Harriet Evans, David Snead, Fayyaz Minhas

Despite the existence of established standards and guidelines for pathology reporting, many pathology reports are still written in unstructured free text. Extracting information from these reports and formatting it according to a standard is crucial for consistent interpretation. Automated information extraction from unstructured pathology reports is a challenging task, as it requires accurately interpreting medical terminologies and context-dependent details. In this work, we present a practical approach for automatically extracting information from unstructured pathology reports or scanned paper reports utilising a large multimodal model. This framework uses context-aware prompting strategies to extract values of individual fields, such as grade, size, etc. from pathology reports. A unique feature of the proposed approach is that it assigns a confidence value indicating the correctness of the model's extraction for each field and generates a structured report in line with national pathology guidelines in human and machine-readable formats. We have analysed the extraction performance in terms of accuracy and kappa scores, and the quality of the confidence scores assigned by the model. We have also evaluated the prognostic value of the extracted fields and feature embeddings of the raw text. Results showed that the model can accurately extract information with an accuracy and kappa score up to 0.99 and 0.98, respectively. Our results indicate that confidence scores are an effective indicator of the correctness of the extracted information achieving an area under the receiver operating characteristic curve up to 0.93 thus enabling automatic flagging of extraction errors. Our analysis further reveals that, as expected, information extracted from pathology reports is highly prognostically relevant. The framework demo is available at: https://labieb.dcs.warwick.ac.uk/. Information extracted from pathology reports of colorectal cancer cases in the cancer genome atlas using the proposed approach and its code are available at: https://github.com/EtharZaid/Labieb.

尽管病理报告有既定的标准和指南,但许多病理报告仍以非结构化的自由文本形式撰写。从这些报告中提取信息并按照标准进行格式化,对于统一解释至关重要。从非结构化病理报告中自动提取信息是一项具有挑战性的任务,因为这需要准确解释医学术语和与上下文相关的细节。在这项工作中,我们提出了一种利用大型多模态模型从非结构化病理报告或扫描纸质报告中自动提取信息的实用方法。该框架采用上下文感知提示策略,从病理报告中提取等级、大小等单个字段的值。所提方法的独特之处在于,它能为每个字段分配一个置信度值,表明模型提取的正确性,并生成符合国家病理学指南的人机可读格式的结构化报告。我们分析了提取的准确性和 kappa 分数,以及模型分配的置信度分数的质量。我们还评估了提取字段和原始文本特征嵌入的预后价值。结果表明,该模型可以准确地提取信息,准确率和 kappa 分数分别高达 0.99 和 0.98。我们的结果表明,置信度得分是提取信息正确性的有效指标,接收者工作特征曲线下的面积高达 0.93,从而实现了提取错误的自动标记。我们的分析进一步表明,正如预期的那样,从病理报告中提取的信息与预后高度相关。该框架的演示可在以下网址获得:https://labieb.dcs.warwick.ac.uk/。利用所提出的方法从癌症基因组图谱中的结直肠癌病例病理报告中提取的信息及其代码可在以下网址获取:https://github.com/EtharZaid/Labieb。
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引用次数: 0
High chromosomal instability is associated with higher 10-year risks of recurrence for hormone receptor-positive, human epidermal growth factor receptor 2-negative breast cancer patients: clinical evidence from a large-scale, multiple-site, retrospective study 染色体高度不稳定与激素受体阳性、人表皮生长因子受体 2 阴性乳腺癌患者 10 年复发风险较高有关:一项大规模、多地点、回顾性研究的临床证据。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2024-11-15 DOI: 10.1002/2056-4538.70011
Yu-Yang Liao, Jianfei Fu, Xiang Lu, Ziliang Qian, Yang Yu, Liang Zhu, Jia-Ni Pan, Pu-Chun Li, Qiao-Yan Zhu, Xiaolin Li, Wenyong Sun, Xiao-Jia Wang, Wen-Ming Cao

Long-term survival varies among hormone receptor-positive (HR+) and human epidermal growth factor receptor 2-negative (HER2−) breast cancer patients and is seriously impaired by metastasis. Chromosomal instability (CIN) was one of the key drivers of breast cancer metastasis. Here we evaluate CIN and 10-year invasive disease-free survival (iDFS) and overall survival (OS) in HR+/HER2−– breast cancer. In this large-scale, multiple-site, retrospective study, 354 HR+/HER2− breast cancer patients were recruited. Of these, 204 patients were used for internal training, 70 for external validation, and 80 for cross-validation. All medical records were carefully reviewed to obtain the disease recurrence information. Formalin-fixed paraffin-embedded tissue samples were collected, followed by low-pass whole-genome sequencing with a median genome coverage of 1.86X using minimal 1 ng DNA input. CIN was then assessed using a customized bioinformatics workflow. Three or more instances of CIN per sample was defined as high CIN and the frequency was 42.2% (86/204) in the internal cohort. High CIN correlated significantly with increased lymph node metastasis, vascular invasion, progesterone receptor negative status, HER2 low, worse pathological type, and performed as an independent prognostic factor for HR+/− breast cancer. Patients with high CIN had shorter iDFS and OS than those with low CIN [10-year iDFS 11.1% versus 82.2%, hazard ratio (HR) = 11.12, p < 0.01; 10-year OS 45.7% versus 94.3%, HR = 14.17, p < 0.01]. These findings were validated in two external cohorts with 70 breast cancer patients. Moreover, high CIN could predict the prognosis more accurately than Adjuvant! Online score (10-year iDFS 11.1% versus 48.6%, HR = 2.71, p < 0.01). Cross-validation analysis found that high consistency (83.8%) was observed between CIN and MammaPrint score, while only 45% between CIN and Adjuvant! Online score. In conclusion, high CIN is an independent prognostic indicator for HR+/HER2− breast cancer with shorter iDFS and OS and holds promise for predicting recurrence and metastasis.

激素受体阳性(HR+)和人表皮生长因子受体 2 阴性(HER2-)乳腺癌患者的长期生存期各不相同,而且转移会严重影响患者的长期生存。染色体不稳定性(CIN)是乳腺癌转移的主要驱动因素之一。在此,我们对CIN与HR+/HER2--乳腺癌患者的10年侵袭性无病生存期(iDFS)和总生存期(OS)进行了评估。在这项大规模、多地点的回顾性研究中,共招募了 354 名 HR+/HER2- 乳腺癌患者。其中,204 名患者用于内部训练,70 名用于外部验证,80 名用于交叉验证。所有病历都经过仔细审核,以获得疾病复发信息。收集福尔马林固定石蜡包埋组织样本,然后进行低通全基因组测序,使用最小 1 纳克 DNA 输入,基因组覆盖率中位数为 1.86 倍。然后使用定制的生物信息学工作流程对 CIN 进行评估。每个样本中出现三次或三次以上的 CIN 被定义为高 CIN,在内部队列中的频率为 42.2%(86/204)。高CIN与淋巴结转移、血管侵犯、孕酮受体阴性、HER2低、病理类型恶化等因素密切相关,是HR+/-乳腺癌的独立预后因素。高CIN患者的iDFS和OS均短于低CIN患者[10年iDFS为11.1%对82.2%,危险比(HR)=11.12,P<0.05]。
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引用次数: 0
Clinicopathological and epigenetic differences between primary neuroendocrine tumors and neuroendocrine metastases in the ovary 卵巢原发性神经内分泌肿瘤和神经内分泌转移瘤的临床病理和表观遗传学差异。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2024-11-08 DOI: 10.1002/2056-4538.70000
Merijn CF Mulders, Anna Vera D Verschuur, Quido G de Lussanet de la Sablonière, Eva Maria Roes, Christoph Geisenberger, Lodewijk AA Brosens, Wouter W de Herder, Marie-Louise F van Velthuysen, Johannes Hofland

Currently, the available literature provides insufficient support to differentiate between primary ovarian neuroendocrine tumors (PON) and neuroendocrine ovarian metastases (NOM) in patients. For this reason, patients with a well-differentiated ovarian neuroendocrine tumor (NET) were identified through electronic patient records and a nationwide search between 1991 and 2023. Clinical characteristics were collected from electronic patient files. This resulted in the inclusion of 71 patients with NOM and 17 patients with PON. Histologic material was stained for Ki67, SSTR2a, CDX2, PAX8, TTF1, SATB2, ISLET1, OTP, PDX1, and ARX. DNA methylation analysis was performed on a subset of cases. All PON were unilateral and nine were found within a teratoma (PON-T+). A total of 78% of NOM were bilateral, and none were associated with a teratoma. PON without teratomous components (PON-T−) displayed a similar insular growth pattern and immunohistochemistry as NOM (p > 0.05). When compared with PON-T+, PON-T− more frequently displayed ISLET1 positivity and were larger, and patients were older at diagnosis (p < 0.05). Unsupervised analysis of DNA methylation profiles from tumors of ovarian (n = 16), pancreatic (n = 22), ileal (n = 10), and rectal (n = 7) origin revealed that four of five PON-T− clustered together with NOM and ileal NET, whereas four of five PON-T+ grouped with rectum NET. In conclusion, unilateral ovarian NET within a teratoma should be treated as a PON. Ovarian NET localizations without teratomous components have a molecular profile analogous to midgut NET metastases. For these patients, a thorough review of imaging should be performed to identify a possible undetected midgut NET and a corresponding follow-up strategy may be recommended.

目前,现有文献不足以支持区分患者的原发性卵巢神经内分泌肿瘤(PON)和神经内分泌卵巢转移瘤(NOM)。为此,我们通过电子病历和 1991 年至 2023 年期间的全国性检索,确定了分化良好的卵巢神经内分泌肿瘤(NET)患者。临床特征是从电子病历中收集的。结果纳入了 71 名 NOM 患者和 17 名 PON 患者。对组织学材料进行了 Ki67、SSTR2a、CDX2、PAX8、TTF1、SATB2、ISLET1、OTP、PDX1 和 ARX 染色。对部分病例进行了DNA甲基化分析。所有 PON 均为单侧,其中 9 例在畸胎瘤内发现(PON-T+)。共有78%的NOM是双侧的,没有一个与畸胎瘤有关。无畸胎瘤成分的PON(PON-T-)显示出与NOM相似的岛状生长模式和免疫组化(P > 0.05)。与PON-T+相比,PON-T-更常显示ISLET1阳性,且体积更大,患者确诊时年龄更大(P<0.05)。
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引用次数: 0
Large language models as a diagnostic support tool in neuropathology 作为神经病理学诊断支持工具的大型语言模型。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2024-11-06 DOI: 10.1002/2056-4538.70009
Katherine J Hewitt, Isabella C Wiest, Zunamys I Carrero, Laura Bejan, Thomas O Millner, Sebastian Brandner, Jakob Nikolas Kather

The WHO guidelines for classifying central nervous system (CNS) tumours are changing considerably with each release. The classification of CNS tumours is uniquely complex among most other solid tumours as it incorporates not just morphology, but also genetic and epigenetic features. Keeping current with these changes across medical fields can be challenging, even for clinical specialists. Large language models (LLMs) have demonstrated their ability to parse and process complex medical text, but their utility in neuro-oncology has not been systematically tested. We hypothesised that LLMs can effectively diagnose neuro-oncology cases from free-text histopathology reports according to the latest WHO guidelines. To test this hypothesis, we evaluated the performance of ChatGPT-4o, Claude-3.5-sonnet, and Llama3 across 30 challenging neuropathology cases, which each presented a complex mix of morphological and genetic information relevant to the diagnosis. Furthermore, we integrated these models with the latest WHO guidelines through Retrieval-Augmented Generation (RAG) and again assessed their diagnostic accuracy. Our data show that LLMs equipped with RAG, but not without RAG, can accurately diagnose the neuropathological tumour subtype in 90% of the tested cases. This study lays the groundwork for a new generation of computational tools that can assist neuropathologists in their daily reporting practice.

世界卫生组织(WHO)的中枢神经系统(CNS)肿瘤分类指南每次发布都有很大变化。在大多数其他实体瘤中,中枢神经系统肿瘤的分类是独一无二的复杂,因为它不仅包括形态学特征,还包括遗传学和表观遗传学特征。即使是临床专家,要跟上医学领域的这些变化也是一项挑战。大语言模型(LLM)已经证明了其解析和处理复杂医学文本的能力,但其在神经肿瘤学中的实用性尚未得到系统测试。我们假设大型语言模型可以根据最新的世界卫生组织指南,从自由文本组织病理学报告中有效诊断神经肿瘤病例。为了验证这一假设,我们评估了 ChatGPT-4o、Claude-3.5-sonnet 和 Llama3 在 30 个具有挑战性的神经病理学病例中的表现,每个病例都呈现了与诊断相关的形态学和遗传学信息的复杂组合。此外,我们还通过检索增强生成(RAG)将这些模型与最新的世界卫生组织指南相结合,并再次评估了它们的诊断准确性。我们的数据显示,在 90% 的测试病例中,配备了 RAG 的 LLMs 可以准确诊断出神经病理学肿瘤亚型,而未配备 RAG 的 LLMs 则无法准确诊断出神经病理学肿瘤亚型。这项研究为新一代计算工具奠定了基础,这些工具可以帮助神经病理学家进行日常报告实践。
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引用次数: 0
Homologous recombination deficiency score is an independent prognostic factor in esophageal squamous cell carcinoma 同源重组缺陷评分是食管鳞状细胞癌的独立预后因素。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2024-10-29 DOI: 10.1002/2056-4538.70007
Yulu Wang, Bowen Ding, Yunlan Tao, Lingli Huang, Qian Zhu, Chengying Gao, Mingli Feng, Yuchen Han

Homologous recombination deficiency (HRD) represents an impairment in the homologous recombination repair (HRR) pathway, crucial for repairing DNA double-strand breaks and contributing to genomic instability in cancer. The HRD score may be a more reliable biomarker than HRR-related gene mutations for identifying patients sensitive to poly(ADP-ribose) polymerase inhibitors. Despite its relevance in various cancers, the HRD score remains underexplored in esophageal squamous cell carcinoma (ESCC). We retrospectively analyzed HRD scores in 96 ESCC patients, examining correlations with clinical characteristics and survival outcomes, and validated our findings using the TCGA dataset. Genomic sequencing utilized a custom superHRD next-generation sequencing panel, and HRD scores were calculated from 54,000 single-nucleotide polymorphisms using Kruskal–Wallis rank-sum tests and two cut-off points for analysis. Higher HRD scores correlated with advanced tumor stages, recurrence, and mutations in TP53 and ABCB1, while APC mutations were linked to lower HRD scores. Patients with high HRD scores had significantly shorter disease-free survival (p = 0.013) and a trend toward shorter overall survival (OS) (p = 0.005), particularly those not receiving adjuvant therapy. Conversely, HRD-high patients undergoing adjuvant therapy showed a trend toward longer OS (p = 0.015). Multivariate analysis identified HRD as an independent prognostic factor (hazard ratio = 2.814 for recurrence, p = 0.015). Validation with the TCGA dataset supported these findings. This study highlights the associations between HRD scores, clinical characteristics, and genomic mutations in ESCC, suggesting HRD as a potential prognostic biomarker. HRD assessment may aid in patient stratification and personalized treatment strategies, warranting further investigation to validate the therapeutic implications of HRD scores in ESCC.

同源重组缺陷(HRD)是指同源重组修复(HRR)途径受损,这对修复DNA双链断裂至关重要,并导致癌症基因组的不稳定性。在鉴别对多(ADP-核糖)聚合酶抑制剂敏感的患者时,HRD评分可能是比HRR相关基因突变更可靠的生物标志物。尽管HRD评分在多种癌症中都具有相关性,但在食管鳞状细胞癌(ESCC)中仍未得到充分探索。我们回顾性分析了96例ESCC患者的HRD评分,研究了其与临床特征和生存结果的相关性,并利用TCGA数据集验证了我们的研究结果。基因组测序采用了定制的superHRD新一代测序面板,利用Kruskal-Wallis秩和检验和两个临界点进行分析,从54,000个单核苷酸多态性中计算出HRD得分。较高的HRD评分与肿瘤晚期、复发以及TP53和ABCB1突变相关,而APC突变与较低的HRD评分相关。HRD评分高的患者无病生存期明显缩短(p = 0.013),总生存期(OS)也有缩短的趋势(p = 0.005),尤其是那些未接受辅助治疗的患者。相反,HRD高的患者接受辅助治疗后,OS有延长的趋势(p = 0.015)。多变量分析发现,HRD 是一个独立的预后因素(复发危险比 = 2.814,p = 0.015)。TCGA 数据集的验证支持了这些发现。本研究强调了ESCC中HRD评分、临床特征和基因组突变之间的关联,提示HRD是一种潜在的预后生物标志物。HRD评估可能有助于患者分层和个性化治疗策略,值得进一步研究以验证HRD评分对ESCC的治疗意义。
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引用次数: 0
Breast cancer survival prediction using an automated mitosis detection pipeline 使用有丝分裂自动检测管道预测乳腺癌生存率。
IF 3.4 2区 医学 Q1 PATHOLOGY Pub Date : 2024-10-28 DOI: 10.1002/2056-4538.70008
Nikolas Stathonikos, Marc Aubreville, Sjoerd de Vries, Frauke Wilm, Christof A Bertram, Mitko Veta, Paul J van Diest

Mitotic count (MC) is the most common measure to assess tumor proliferation in breast cancer patients and is highly predictive of patient outcomes. It is, however, subject to inter- and intraobserver variation and reproducibility challenges that may hamper its clinical utility. In past studies, artificial intelligence (AI)-supported MC has been shown to correlate well with traditional MC on glass slides. Considering the potential of AI to improve reproducibility of MC between pathologists, we undertook the next validation step by evaluating the prognostic value of a fully automatic method to detect and count mitoses on whole slide images using a deep learning model. The model was developed in the context of the Mitosis Domain Generalization Challenge 2021 (MIDOG21) grand challenge and was expanded by a novel automatic area selector method to find the optimal mitotic hotspot and calculate the MC per 2 mm2. We employed this method on a breast cancer cohort with long-term follow-up from the University Medical Centre Utrecht (N = 912) and compared predictive values for overall survival of AI-based MC and light-microscopic MC, previously assessed during routine diagnostics. The MIDOG21 model was prognostically comparable to the original MC from the pathology report in uni- and multivariate survival analysis. In conclusion, a fully automated MC AI algorithm was validated in a large cohort of breast cancer with regard to retained prognostic value compared with traditional light-microscopic MC.

有丝分裂计数(MC)是评估乳腺癌患者肿瘤增殖的最常用指标,对患者的预后有很高的预测性。然而,它受到观察者之间和观察者内部差异以及可重复性挑战的影响,可能会妨碍其临床实用性。在过去的研究中,人工智能(AI)支持的MC已被证明与玻璃载玻片上的传统MC有很好的相关性。考虑到人工智能在提高病理学家之间 MC 可重复性方面的潜力,我们进行了下一步验证,使用深度学习模型评估全自动方法的预后价值,以检测和计数整张玻片图像上的有丝分裂。该模型是在 "2021 年有丝分裂领域通用化挑战"(MIDOG21)大挑战的背景下开发的,并通过一种新颖的自动区域选择器方法进行了扩展,以找到最佳有丝分裂热点并计算每 2 平方毫米的有丝分裂率。我们在乌得勒支大学医学中心(University Medical Centre Utrecht)长期随访的乳腺癌队列(N = 912)中采用了这种方法,并比较了基于人工智能的有丝分裂率和光镜有丝分裂率(以前在常规诊断中评估过)对总生存期的预测值。在单变量和多变量生存分析中,MIDOG21 模型与病理报告中的原始 MC 在预后方面具有可比性。总之,与传统的光镜MC相比,全自动MC人工智能算法的预后价值在一大批乳腺癌患者中得到了验证。
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Journal of Pathology Clinical Research
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