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Fit-for-Purpose Ki-67 Immunohistochemistry Assays for Breast Cancer 适用于乳腺癌的 Ki-67 免疫组化测定。
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-05-09 DOI: 10.1016/j.labinv.2024.102076
Emina E. Torlakovic , Nick Baniak , Penny J. Barnes , Keith Chancey , Liam Chen , Carol Cheung , Sylvie Clairefond , Jean-Claude Cutz , Hala Faragalla , Denis H. Gravel , Kelly Dakin Hache , Pratibha Iyengar , Michael Komel , Zuzana Kos , Magali Lacroix-Triki , Monna J. Marolt , Miralem Mrkonjic , Anna Marie Mulligan , Sharon Nofech-Mozes , Paul C. Park , Gilbert Bigras

New therapies are being developed for breast cancer, and in this process, some “old” biomarkers are reutilized and given a new purpose. It is not always recognized that by changing a biomarker’s intended use, a new biomarker assay is created. The Ki-67 biomarker is typically assessed by immunohistochemistry (IHC) to provide a proliferative index in breast cancer. Canadian laboratories assessed the analytical performance and diagnostic accuracy of their Ki-67 IHC laboratory-developed tests (LDTs) of relevance for the LDTs’ clinical utility.

Canadian clinical IHC laboratories enrolled in the Canadian Biomarker Quality Assurance Pilot Run for Ki-67 in breast cancer by invitation. The Dako Ki-67 IHC pharmDx assay was employed as a study reference assay. The Dako central laboratory was the reference laboratory. Participants received unstained slides of breast cancer tissue microarrays with 32 cases and performed their in-house Ki-67 assays. The results were assessed using QuPath, an open-source software application for bioimage analysis. Positive percent agreement (PPA, sensitivity) and negative percent agreement (NPA, specificity) were calculated against the Dako Ki-67 IHC pharmDx assay for 5%, 10%, 20%, and 30% cutoffs.

Overall, PPA and NPA varied depending on the selected cutoff; participants were more successful with 5% and 10%, than with 20% and 30% cutoffs. Only 4 of 16 laboratories had robust IHC protocols with acceptable PPA for all cutoffs. The lowest PPA for the 5% cutoff was 85%, for 10% was 63%, for 20% was 14%, and for 30% was 13%. The lowest NPA for the 5% cutoff was 50%, for 10% was 33%, for 20% was 50%, and for 30% was 57%.

Despite many years of international efforts to standardize IHC testing for Ki-67 in breast cancer, our results indicate that Canadian clinical LDTs have a wide analytical sensitivity range and poor agreement for 20% and 30% cutoffs. The poor agreement was not due to the readout but rather due to IHC protocol conditions. International Ki-67 in Breast Cancer Working Group (IKWG) recommendations related to Ki-67 IHC standardization cannot take full effect without reliable fit-for-purpose reference materials that are required for the initial assay calibration, assay performance monitoring, and proficiency testing.

目前正在开发治疗乳腺癌的新疗法,在此过程中,一些 "老 "生物标志物被重新利用,并被赋予了新的用途。人们并不总能意识到,通过改变生物标志物的预期用途,一种新的生物标志物检测方法应运而生。Ki-67 生物标记物通常通过免疫组化 (IHC) 进行评估,以提供乳腺癌的增殖指数。加拿大实验室对其 Ki-67 IHC 实验室开发检验 (LDT) 的分析性能和诊断准确性进行了评估,这与 LDT 的临床实用性息息相关。加拿大临床 IHC 实验室应邀参加了加拿大生物标志物质量保证 (CBQA) 乳腺癌 Ki-67 检测试运行。Dako Ki-67 IHC pharmDx 检测法被用作研究参考检测法。达科中心实验室(美国)是参考实验室。参与者收到包含 32 个病例的乳腺癌组织芯片(TMA)未染色切片,并进行了内部 Ki-67 检测。检测结果使用开源生物图像分析软件 QuPath 进行评估。根据 5%、10%、20% 和 30% 临界值,计算了与 Dako Ki-67 IHC pharmDx 检测法的阳性一致率(PPA,灵敏度)和阴性一致率(NPA,特异性)。总体而言,PPA 和 NPA 随所选截止值的不同而变化;参与者在使用 5% 和 10% 截止值时比使用 20% 和 30% 截止值时更成功。在 16 个实验室中,只有 4 个实验室有健全的 IHC 方案,所有截止值的 PPA 均可接受。5%截止值的最低PPA为85%,10%截止值的最低PPA为63%,20%截止值的最低PPA为14%,30%截止值的最低PPA为13%。5% 临界值的最低 NPA 为 50%,10% 临界值的最低 NPA 为 33%,20% 临界值的最低 NPA 为 50%,30% 临界值的最低 NPA 为 57%。尽管国际上多年来一直在努力实现乳腺癌 Ki-67 IHC 检测的标准化,但我们的研究结果表明,加拿大临床 LDT 的分析灵敏度范围较宽,20% 和 30% 临界值的一致性较差。一致性差的原因不在于读数,而在于IHC方案的条件。IKWG关于Ki-67 IHC标准化的建议如果没有可靠的、适用于初始检测校准、检测性能监测和能力验证所需的参考材料,就无法充分发挥作用。
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引用次数: 0
Identification of RNF213 as a Potential Suppressor of Local Invasion in Intrahepatic Cholangiocarcinoma 鉴定 RNF213 是肝内胆管癌局部侵袭的潜在抑制因子
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-05-07 DOI: 10.1016/j.labinv.2024.102074
Khajeelak Chiablaem , Artit Jinawath , Jiratchaya Nuanpirom , Jantarika Kumar Arora , Sirawit Nasaree , Thanastha Thanomchard , Nilubon Singhto , Pamorn Chittavanich , Bhoom Suktitipat , Varodom Charoensawan , Arthit Chairoungdua , Jim Jinn-Chyuan Sheu , Kazuma Kiyotani , Jisnuson Svasti , Yusuke Nakamura , Natini Jinawath

Intrahepatic cholangiocarcinoma (ICC) is a lethal cancer with poor survival especially when it spreads. The histopathology of its rare intraductal papillary neoplasm of the bile duct type (IPNB) characteristically shows cancer cells originating within the confined bile duct space. These cells eventually invade and infiltrate the nearby liver tissues, making it a good model to study the mechanism of local invasion, which is the earliest step of metastasis. To discover potential suppressor genes of local invasion in ICC, we analyzed the somatic mutation profiles and performed clonal evolution analyses of the 11 pairs of macrodissected locally invasive IPNB tissues (LI-IPNB) and IPNB tissues without local invasion from the same patients. We identified a protein-truncating variant in an E3 ubiquitin ligase, RNF213 (c.6967C>T; p.Gln2323X; chr17: 78,319,102 [hg19], exon 29), as the most common protein-truncating variant event in LI-IPNB samples (4/11 patients). Knockdown of RNF213 in HuCCT1 and YSCCC cells showed increased migration and invasion, and reduced vasculogenic mimicry but maintained normal proliferation. Transcriptomic analysis of the RNF213-knockdown vs control cells was then performed in the HuCCT1, YSCCC, and KKU-100 cells. Gene ontology enrichment analysis of the common differentially expressed genes revealed significantly altered cytokine and oxidoreductase-oxidizing metal ion activities, as confirmed by Western blotting. Gene Set Enrichment Analysis identified the most enriched pathways being oxidative phosphorylation, fatty acid metabolism, reactive oxygen species, adipogenesis, and angiogenesis. In sum, loss-of-function mutation of RNF213 is a common genetic alteration in LI-IPNB tissues. RNF213 knockdown leads to increased migration and invasion of ICC cells, potentially through malfunctions of the pathways related to inflammation and energy metabolisms.

肝内胆管癌(ICC)是一种致命的癌症,生存率很低,尤其是当它发生扩散时。这种罕见的胆管内乳头状肿瘤(IPNB)的组织病理学特征是癌细胞起源于狭窄的胆管空间。这些细胞最终会侵入并浸润附近的肝脏组织,因此是研究局部侵袭机制的良好模型,而局部侵袭是转移的第一步。为了发现ICC局部侵袭的潜在抑制基因,我们分析了体细胞突变图谱,并对来自同一患者的11对有局部侵袭的IPNB组织(LI-IPNB)和无局部侵袭的IPNB组织进行了克隆进化分析。我们发现,E3泛素连接酶RNF213(c.6967C>T;p.Gln2323X;chr17:78,319,102 [hg19],29号外显子)中的蛋白截短变异(PTV)是LI-IPNB样本(4/11例患者)中最常见的PTV事件。在 HuCCT1 和 YSCCC 细胞中敲除 RNF213 会增加迁移和侵袭,减少血管生成模拟,但保持正常增殖。然后在 HuCCT1、YSCCC 和 KKU-100 细胞中进行了 RNF213 敲除与对照细胞的转录组分析。对常见差异表达基因进行的基因本体(GO)富集分析表明,细胞因子和氧化还原酶氧化金属离子的活性发生了显著变化,这一点也得到了 Western 印迹的证实。基因组富集分析(Gene Set Enrichment Analysis,GSEA)发现最富集的通路是氧化磷酸化、脂肪酸代谢、活性氧、脂肪生成和血管生成。总之,RNF213的功能缺失是LI-IPNB组织中常见的基因改变。RNF213 基因敲除会导致 ICC 细胞的迁移和侵袭增加,这可能是通过与炎症和能量代谢相关的通路失调造成的。
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引用次数: 0
Pathological and Biological Significance of the Specific Glycan, TRA-1-60, on Aggressive Gastric Adenocarcinoma 侵袭性胃癌特异性聚糖 TRA-1-60 的病理和生物学意义
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-05-06 DOI: 10.1016/j.labinv.2024.102073
Ayaka Mitsui , Hidekazu Iioka , Yiwei Ling , Shujiro Okuda , Akira Kurose , Michael Schopperle , Tomoko Kondo , Masakiyo Sakaguchi , Ken Saito , Eisaku Kondo

The glycans form a unique complex on the surface of cancer cells and play a pivotal role in tumor progression, impacting proliferation, invasion, and metastasis. TRA-1-60 is a glycan that was identified as a critical marker for the establishment of fully reprogrammed inducible pluripotent stem cells. Its expression has been detected in multiple cancer tissues, including embryonal carcinoma, prostate cancer, and pancreatic cancer, but the biological and pathological characterization of TRA-1-60-expressing tumor cells remains unclear within various types of malignancies. Here, we report the biological characteristics of TRA-1-60-expressing gastric cancer cells, especially those with its cell surface expression, and the therapeutic significance of targeting TRA-1-60. The cells with cell membrane expression of TRA-1-60 were mainly observed in the invasive area of patient gastric cancer tissues and correlated with advanced stages of the disease based on histopathological and clinicopathological analyses. In vitro analysis using a scirrhous gastric adenocarcinoma line, HSC-58, which highly expresses TRA-1-60 on its plasma membrane, revealed increased stress-resistant mechanisms, supported by the upregulation of glutathione synthetase and NCF-1 (p47phox) via lipid–ROS regulatory pathways, as detected by RNA-seq analysis followed by oxidative stress gene profiling. Our in vivo therapeutic study using the TRA-1-60-targeting antibody–drug conjugate, namely, Bstrongomab-conjugated monomethyl auristatin E, showed robust efficacy in a mouse model of peritoneal carcinomatosis induced by intraperitoneal xenograft of HSC-58, by markedly reducing massive tumor ascites. Thus, targeting the specific cell surface glycan, TRA-1-60, shows a significant therapeutic impact in advanced-stage gastric cancers.

聚糖在癌细胞表面形成独特的复合物,在肿瘤进展过程中发挥关键作用,影响增殖、侵袭和转移。TRA-1-60 是一种聚糖,被确定为建立完全重编程诱导性多能干细胞 (iPS) 的关键标志物。在胚胎癌、前列腺癌和胰腺癌等多种癌症组织中都检测到了它的表达,但在各种类型的恶性肿瘤中,表达 TRA-1-60 的肿瘤细胞的生物学和病理学特征仍不清楚。在此,我们报告了表达 TRA-1-60 的胃癌细胞,尤其是细胞表面表达 TRA-1-60 的胃癌细胞的生物学特征,以及靶向 TRA-1-60 的治疗意义。细胞膜表达 TRA-1-60 的细胞主要出现在胃癌患者组织的浸润区,根据组织病理学和临床病理学分析,这些细胞与疾病的晚期相关。利用质膜上高表达 TRA-1-60 的无鳞胃腺癌 HSC-58 株进行的体外分析表明,抗应激机制增强了,谷胱甘肽合成酶(GSS)和 NCF-1 (p47phox) 通过脂质-ROS 调控途径上调,RNA-seq 分析和氧化应激基因谱分析也检测到了这一点。我们使用 TRA-1-60 靶向抗体-药物共轭物(ADC),即 Bstrongomab 与 Monomethyl auristatin E (MMAE)共轭物进行的体内治疗研究表明,在由 HSC-58 腹腔异种移植诱导的小鼠腹膜癌模型中,TRA-1-60 具有显著的疗效,能明显减少大量肿瘤腹水。因此,靶向特异性细胞表面聚糖 TRA-1-60 对晚期胃癌具有显著的治疗效果。(243个字)。
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引用次数: 0
A Pipeline for Evaluation of Machine Learning/Artificial Intelligence Models to Quantify Programmed Death Ligand 1 Immunohistochemistry 用于评估机器学习/人工智能模型的管道,以量化 PD-L1 免疫组化。
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-04-26 DOI: 10.1016/j.labinv.2024.102070
Beatrice S. Knudsen , Alok Jadhav , Lindsey J. Perry , Jeppe Thagaard , Georgios Deftereos , Jian Ying , Ben J. Brintz , Wei Zhang

Immunohistochemistry (IHC) is used to guide treatment decisions in multiple cancer types. For treatment with checkpoint inhibitors, programmed death ligand 1 (PD-L1) IHC is used as a companion diagnostic. However, the scoring of PD-L1 is complicated by its expression in cancer and immune cells. Separation of cancer and noncancer regions is needed to calculate tumor proportion scores (TPS) of PD-L1, which is based on the percentage of PD-L1-positive cancer cells. Evaluation of PD-L1 expression requires highly experienced pathologists and is often challenging and time-consuming. Here, we used a multi-institutional cohort of 77 lung cancer cases stained centrally with the PD-L1 22C3 clone. We developed a 4-step pipeline for measuring TPS that includes the coregistration of hematoxylin and eosin, PD-L1, and negative control (NC) digital slides for exclusion of necrosis, segmentation of cancer regions, and quantification of PD-L1+ cells. As cancer segmentation is a challenging step for TPS generation, we trained DeepLab V3 in the Visiopharm software package to outline cancer regions in PD-L1 and NC images and evaluated the model performance by mean intersection over union (mIoU) against manual outlines. Only 14 cases were required to accomplish a mIoU of 0.82 for cancer segmentation in hematoxylin-stained NC cases. For PD-L1-stained slides, a model trained on PD-L1 tiles augmented by registered NC tiles achieved a mIoU of 0.79. In segmented cancer regions from whole slide images, the digital TPS achieved an accuracy of 75% against the manual TPS scores from the pathology report. Major reasons for algorithmic inaccuracies include the inclusion of immune cells in cancer outlines and poor nuclear segmentation of cancer cells. Our transparent and stepwise approach and performance metrics can be applied to any IHC assay to provide pathologists with important insights on when to apply and how to evaluate commercial automated IHC scoring systems.

免疫组化(IHC)用于指导多种癌症类型的治疗决策。在使用检查点抑制剂治疗时,PD-L1 IHC 被用作辅助诊断。然而,PD-L1 在癌细胞和免疫细胞中的表达使其评分变得复杂。要计算 PD-L1 的肿瘤比例分数(TPS),需要将癌症区域和非癌症区域分开,TPS 是基于 PD-L1 阳性癌细胞的百分比。评估 PD-L1 的表达需要经验丰富的病理学家,通常具有挑战性且耗时较长。在这里,我们使用了一个由 77 例肺癌病例组成的多机构队列,这些病例都用 PD-L1 22C3 克隆进行了集中染色。我们开发了一种四步测量 TPS 的方法,包括共同登记 H&E、PD-L1 和阴性对照 (NC) 数字切片以排除坏死、分割癌症区域和量化 PD-L1+ 细胞。由于癌症分割是生成 TPS 的一个具有挑战性的步骤,我们对 Visiopharm 软件包中的 DeepLab V3 进行了训练,以勾勒出 PD-L1 和阴性对照(NC)图像中的癌症区域,并通过平均交集大于联合(mIoU)评估了模型性能与人工勾勒的对比。在苏木精染色的 NC 病例中,只需要 14 个病例就能达到 0.82 的癌症分割 mIoU。对于 PD-L1 染色玻片,在 PD-L1 片上训练的模型通过注册 NC 片进行增强,mIoU 达到 0.79。在从整张切片图像中分割癌症区域时,数字 TPS 的准确率达到了病理报告中人工 TPS 评分的 75%。算法不准确的主要原因包括癌症轮廓中包含免疫细胞以及癌细胞核分割不佳。我们透明、循序渐进的方法和性能指标可应用于任何 IHC 检测,为病理学家提供了何时应用和如何评估商用自动 IHC 评分系统的重要见解。
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引用次数: 0
Prognostic Effect of Tertiary Lymphoid Structures in Epstein–Barr Virus–Associated Gastric Carcinomas Measured by Digital Image Analysis 用数字图像分析法测量 Epstein-Barr 病毒相关胃癌中三级淋巴结构的预后效果
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-04-26 DOI: 10.1016/j.labinv.2024.102071
Yun Joo Cho , Inwoo Hwang , Suho Park , Somin Lee , So Young Kang , Min-Ji Kim , Soomin Ahn , Kyoung-Mee Kim

Epstein–Barr virus–associated gastric carcinoma (EBVaGC) is characterized by prominent tumor-infiltrating lymphocytes (TILs) and has a favorable prognosis. Tertiary lymphoid structures (TLS), characterized by ectopic aggregated lymphocytes with high-endothelial venules (HEV), are associated with favorable outcomes in various solid tumors. We hypothesized that EBVaGC, characterized by intense TILs, may be closely associated with TLS or HEV. To test this hypothesis, we digitally analyzed the TLS, HEV, and TILs in 73 surgically resected advanced EBVaGCs. For HEV, dual MECA-79 and CD31 dual immunohistochemistry were performed, and the ectopic expression of MECA-79 in tumor cells was measured. In 73 patients with EBVaGC, a high-TLS ratio was found in 29 (39.7%) cases, high-tumor-associated HEV density in 44 (60.3%) cases, and high-CD8+ TIL density in 38 (52.1%) cases. Ectopic tumor expression of MECA-79 was observed in 36 patients (49.3%) cases. A low-TLS ratio and tumor-associated HEV density were significantly associated with lymph node metastasis (P =.005 and.042, respectively). Ectopic MECA-79 expression was significantly associated with lymph node metastasis (P =.003). Patients with a low-TLS ratio (P =.038), low-HEV density (P =.042), and ectopic tumor MECA-79 expression (P =.032) had significantly worse prognoses. In conclusion, TLS ratio and HEV density affect the survival of patients with EBVaGC and may be related to the immune response that interrupts lymph node metastasis.

爱泼斯坦-巴氏病毒相关性胃癌(EBVaGC)的特点是肿瘤浸润淋巴细胞(TIL)突出,预后良好。三级淋巴结构(TLS)的特征是具有高内皮静脉(HEV)的异位聚集淋巴细胞,它与各种实体瘤的良好预后有关。我们推测,以密集 TIL 为特征的 EBVaGC 可能与 TLS 或 HEV 密切相关。为了验证这一假设,我们对 73 例手术切除的晚期 EBVaGC 的 TLS、HEV 和 TIL 进行了数字化分析。对于 HEV,我们进行了 MECA-79 和 CD31 双重免疫组化,并测量了 MECA-79 在肿瘤细胞中的异位表达。在73例EBVaGC患者中,发现29例(39.7%)TLS比率高,44例(60.3%)肿瘤相关HEV密度高,38例(52.1%)CD8+ TIL密度高。在36例患者(49.3%)中观察到肿瘤异位表达MECA-79。低TLS比值和肿瘤相关HEV密度与淋巴结转移显著相关(P=0.005和0.042)。异位 MECA-79 表达与淋巴结转移有显著相关性(p=0.003)。TLS比率低(p=0.038)、HEV密度低(p=0.042)和肿瘤MECA-79异位表达(p=0.032)的患者预后明显较差。总之,TLS比值和HEV密度影响EBVaGC患者的生存,可能与阻断淋巴结转移的免疫反应有关。
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引用次数: 0
Increased Multiplexity in Optical Tissue Clearing-Based Three-Dimensional Immunofluorescence Microscopy of the Tumor Microenvironment by Light-Emitting Diode Photobleaching 利用 LED 光漂白技术提高基于光学组织清除的肿瘤微环境三维免疫荧光显微镜的多重性。
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-04-26 DOI: 10.1016/j.labinv.2024.102072
Jingtian Zheng , Yi-Chien Wu , Evan H. Phillips , Xiaoying Cai , Xu Wang , Steve Seung-Young Lee

Optical tissue clearing and three-dimensional (3D) immunofluorescence (IF) microscopy is transforming imaging of the complex tumor microenvironment (TME). However, current 3D IF microscopy has restricted multiplexity; only 3 or 4 cellular and noncellular TME components can be localized in cleared tumor tissue. Here we report a light-emitting diode (LED) photobleaching method and its application for 3D multiplexed optical mapping of the TME. We built a high-power LED light irradiation device and temperature-controlled chamber for completely bleaching fluorescent signals throughout optically cleared tumor tissues without compromise of tissue and protein antigen integrity. With newly developed tissue mounting and selected region-tracking methods, we established a cyclic workflow involving IF staining, tissue clearing, 3D confocal microscopy, and LED photobleaching. By registering microscope channel images generated through 3 work cycles, we produced 8-plex image data from individual 400 μm-thick tumor macrosections that visualize various vascular, immune, and cancer cells in the same TME at tissue-wide and cellular levels in 3D. Our method was also validated for quantitative 3D spatial analysis of cellular remodeling in the TME after immunotherapy. These results demonstrate that our LED photobleaching system and its workflow offer a novel approach to increase the multiplexing power of 3D IF microscopy for studying tumor heterogeneity and response to therapy.

光学组织清除和三维(3D)免疫荧光(IF)显微镜正在改变复杂肿瘤微环境(TME)的成像。然而,目前的三维免疫荧光显微镜的多重性受到限制;在清除的肿瘤组织中只能定位三到四种细胞和非细胞的肿瘤微环境成分。在此,我们报告了一种 LED 光漂白方法及其在 TME 三维复用光学绘图中的应用。我们建立了一个高功率 LED 光照射装置和温控室,可在不影响组织和蛋白抗原完整性的前提下完全漂白光学清除肿瘤组织中的荧光信号。利用新开发的组织安装和选定的区域跟踪方法,我们建立了一个循环工作流程,包括 IF 染色、组织清除、三维共聚焦显微镜和 LED 光漂白。通过对三个工作循环中生成的显微镜通道图像进行注册,我们生成了来自单个 400 μm 厚肿瘤大切片的 8 倍图像数据,可在三维组织和细胞水平上观察到同一 TME 中的各种血管、免疫和癌细胞。我们的方法还在免疫治疗后对肿瘤组织切片中的细胞重塑进行定量三维空间分析方面得到了验证。这些结果表明,我们的 LED 光漂白系统及其工作流程提供了一种新方法,可提高三维中频显微镜的复用能力,用于研究肿瘤的异质性和对治疗的反应。
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引用次数: 0
Patterns of Unwanted Biological and Technical Expression Variation Among 49 Human Tissues 49 种人体组织中不需要的生物和技术表达变异模式
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-04-24 DOI: 10.1016/j.labinv.2024.102069
Tim O. Nieuwenhuis , Hunter H. Giles , Jeremy V.A. Arking , Arun H. Patil , Wen Shi , Matthew N. McCall , Marc K. Halushka

Tissue gene expression studies are impacted by biological and technical sources of variation, which can be broadly classified into wanted and unwanted variation. The latter, if not addressed, results in misleading biological conclusions. Methods have been proposed to reduce unwanted variation, such as normalization and batch correction. A more accurate understanding of all causes of variation could significantly improve the ability of these methods to remove unwanted variation while retaining variation corresponding to the biological question of interest. We used 17,282 samples from 49 human tissues in the Genotype-Tissue Expression data set (v8) to investigate patterns and causes of expression variation. Transcript expression was transformed to z-scores, and only the most variable 2% of transcripts were evaluated and clustered based on coexpression patterns. Clustered gene sets were assigned to different biological or technical causes based on histologic appearances and metadata elements. We identified 522 variable transcript clusters (median: 11 per tissue) among the samples. Of these, 63% were confidently explained, 16% were likely explained, 7% were low confidence explanations, and 14% had no clear cause. Histologic analysis annotated 46 clusters. Other common causes of variability included sex, sequencing contamination, immunoglobulin diversity, and compositional tissue differences. Less common biological causes included death interval (Hardy score), disease status, and age. Technical causes included blood draw timing and harvesting differences. Many of the causes of variation in bulk tissue expression were identifiable in the Tabula Sapiens data set of single-cell expression. This is among the largest explorations of the underlying sources of tissue expression variation. It uncovered expected and unexpected causes of variable gene expression and demonstrated the utility of matched histologic specimens. It further demonstrated the value of acquiring meaningful tissue harvesting metadata elements to use for improved normalization, batch correction, and analysis of both bulk and single-cell RNA-seq data.

组织基因表达研究受到生物和技术变异来源的影响,这些变异可大致分为想要的变异和不想要的变异。后者如果不加以解决,会导致误导性的生物学结论。目前已提出了一些方法来减少不必要的变异,如归一化和批次校正。如果能更准确地了解造成变异的所有原因,就能大大提高这些方法去除不必要变异的能力,同时保留与感兴趣的生物学问题相对应的变异。我们使用基因型-组织表达数据集(v8)中 49 个人体组织的 17282 个样本来研究表达变异的模式和原因。转录本表达被转化为 z 分数,只有变化最大的 2% 的转录本被评估,并根据共表达模式进行聚类。根据组织学外观和元数据元素,将聚类基因组归入不同的生物学或技术原因。我们在样本中发现了 522 个可变转录本簇(中位数:每个组织 11 个)。其中,63%有把握解释,16%可能解释,7%可信度低,14%无明确原因。组织学分析注释了 46 个群组。其他常见的变异原因包括性别、测序污染、免疫球蛋白多样性和组织成分差异。较少见的生物学原因包括死亡间隔(哈代评分)、疾病状态和年龄。技术原因包括抽血时间和采血差异。在单细胞表达的 Tabula Sapiens 数据集中,可以识别出造成大量组织表达差异的许多原因。这是对组织表达变异潜在来源的最大规模探索之一。它揭示了基因表达变异的预期和意外原因,并证明了匹配组织学标本的实用性。它进一步证明了获取有意义的组织采集元数据元素的价值,以用于改进批量和单细胞 RNA-seq 数据的归一化、批量校正和分析。
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引用次数: 0
Consistency Analysis of Programmed Death Ligand 1 Expression in Non–Small Cell Lung Cancer Between Pleural Effusion and Matched Primary Lung Cancer Tissues by Immunohistochemical Double Staining 免疫组化双重染色法分析非小细胞肺癌胸腔积液与匹配原发性肺癌组织中程序性死亡配体 1 表达的一致性
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-04-16 DOI: 10.1016/j.labinv.2024.102058
Zihan Sun, Xiaoyue Xiao, Shuo Liang, Haiyue Ma, Yue Sun, Linlin Zhao, Cong Wang, Xinxiang Chang, Huan Zhao, Huiqin Guo, Zhihui Zhang

In clinical practice, programmed death ligand 1 (PD-L1) detection is prone to nonspecific staining due to the complex cellular composition of pleural effusion smears. In this study, diaminobenzidine (DAB) and 3-amino-9-ethylcarbazole (AEC) immunohistochemistry double staining was performed to investigate PD-L1 expression in tumor cells from malignant pleural effusion (MPE). MPE was considered as a metastasis in non–small cell lung cancer patients; thus, the heterogeneity between metastatic and primary lung cancer was revealed as well. Ninety paired specimens of MPE cell blocks and matched primary lung cancer tissues from non–small cell lung cancer patients were subjected to PD-L1 and thyroid transcription factor-1(TTF-1)/p63 immunohistochemistry double staining. Two experienced pathologists independently evaluated PD-L1 expression using 3 cutoffs (1%, 10%, and 50%). PD-L1 expression in MPE was strongly correlated with that in matched primary lung cancer tissues (R = 0.813; P < .001). Using a 4-tier scale (cutoffs: 1%, 10%, and 50%), the concordance was 71.1% (Cohen’s κ = .534). Using a 2-tier scale, the concordance was 75.6% (1%, Cohen’s κ = 0.53), 78.9% (10%, Cohen’s κ = 0.574), and 95.6% (50%, Cohen’s κ = 0.754). The rates of PD-L1 positivity in MPE (56.7%) were higher than that in lung tissues (32.2%). All 27 discordant cases had higher scores in MPE. The double-staining method provided superior identification of PD-L1-positive tumor cells on a background with nonspecific staining. In conclusion, PD-L1 expression was moderately concordant between metastatic MPE cell blocks and matched primary lung carcinoma tissues, with variability related to tumor heterogeneity. MPE should be considered to detect PD-L1 when histological specimens are unattainable, especially when PD-L1 expression is >50%. PD-L1 positivity rates were higher in MPE. Double staining can improve PD-L1 detection by reducing false-negative/positive results.

在临床实践中,由于胸腔积液涂片的细胞成分复杂,程序性死亡配体1(PD-L1)的检测容易出现非特异性染色。本研究采用 DAB 和 AEC 免疫组化双重染色法检测恶性胸腔积液(MPE)中肿瘤细胞的 PD-L1 表达。MPE被认为是非小细胞肺癌患者的转移灶,因此也揭示了转移性肺癌和原发性肺癌之间的异质性。对来自非小细胞肺癌患者的 90 份 MPE 细胞块标本和匹配的原发性肺癌组织进行了 PD-L1 和甲状腺转录因子-1(TTF-1)/p63 免疫组化双重染色。两名经验丰富的病理学家使用3个截断点(1%、10%和50%)独立评估PD-L1的表达。MPE 中的 PD-L1 表达与匹配的原发性肺癌组织中的 PD-L1 表达密切相关(R = 0.813; < .001)。采用 4 级标准(临界值:1%、10% 和 50%),一致性为 71.1%(Cohen's κ = .534)。采用 2 级评分法,吻合率分别为 75.6%(1%,Cohen's κ = 0.53)、78.9%(10%,Cohen's κ = 0.574)和 95.6%(50%,Cohen's κ = 0.754)。MPE 中的 PD-L1 阳性率(56.7%)高于肺组织中的 PD-L1 阳性率(32.2%)。所有 27 个不一致病例在 MPE 中的得分都较高。在非特异性染色的背景下,双重染色法能更好地识别 PD-L1 阳性的肿瘤细胞。总之,转移性MPE细胞块与匹配的原发性肺癌组织之间的PD-L1表达高度一致,其变异性与肿瘤异质性有关。当无法获得组织学标本时,尤其是当PD-L1表达>50%时,应考虑用MPE检测PD-L1。MPE 中的 PD-L1 阳性率更高。双重染色可减少假阴性/阳性结果,从而提高PD-L1的检测率。
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引用次数: 0
Advancing Precision Medicine: Algebraic Topology and Differential Geometry in Radiology and Computational Pathology 推进精准医学:放射学和计算病理学中的代数拓扑学和微分几何。
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-04-16 DOI: 10.1016/j.labinv.2024.102060
Richard M. Levenson , Yashbir Singh , Bastian Rieck , Quincy A. Hathaway , Colleen Farrelly , Jennifer Rozenblit , Prateek Prasanna , Bradley Erickson , Ashok Choudhary , Gunnar Carlsson , Deepa Sarkar

Precision medicine aims to provide personalized care based on individual patient characteristics, rather than guideline-directed therapies for groups of diseases or patient demographics. Images—both radiology- and pathology-derived—are a major source of information on presence, type, and status of disease. Exploring the mathematical relationship of pixels in medical imaging (“radiomics”) and cellular-scale structures in digital pathology slides (“pathomics”) offers powerful tools for extracting both qualitative and, increasingly, quantitative data. These analytical approaches, however, may be significantly enhanced by applying additional methods arising from fields of mathematics such as differential geometry and algebraic topology that remain underexplored in this context. Geometry’s strength lies in its ability to provide precise local measurements, such as curvature, that can be crucial for identifying abnormalities at multiple spatial levels. These measurements can augment the quantitative features extracted in conventional radiomics, leading to more nuanced diagnostics. By contrast, topology serves as a robust shape descriptor, capturing essential features such as connected components and holes. The field of topological data analysis was initially founded to explore the shape of data, with functional network connectivity in the brain being a prominent example. Increasingly, its tools are now being used to explore organizational patterns of physical structures in medical images and digitized pathology slides. By leveraging tools from both differential geometry and algebraic topology, researchers and clinicians may be able to obtain a more comprehensive, multi-layered understanding of medical images and contribute to precision medicine’s armamentarium.

精准医疗旨在根据患者的个体特征提供个性化护理,而不是针对一组疾病或患者人口统计学特征提供指导性疗法。放射学和病理学图像是有关疾病存在、类型和状态的主要信息来源。探索医学成像中像素的数学关系("放射组学")和数字病理切片中细胞尺度结构("病理组学")为提取定性数据以及越来越多的定量数据提供了强大的工具。然而,如果应用微分几何学和代数拓扑学等数学领域的其他方法,这些分析方法可能会得到极大的增强。几何学的优势在于它能够提供精确的局部测量,如曲率,这对于识别多个空间层面的异常情况至关重要。这些测量结果可以增强传统放射组学中提取的定量特征,使诊断更加细致入微。相比之下,拓扑结构是一种稳健的形状描述符,能捕捉到连接成分和孔洞等基本特征。拓扑数据分析领域最初是为了探索数据的形状而建立的,大脑中的功能网络连接就是一个突出的例子。现在,该领域的工具越来越多地被用于探索医学图像和数字化病理切片中物理结构的组织模式。通过利用微分几何学和代数拓扑学的工具,研究人员和临床医生或许能更全面、多层次地了解医学影像,为精准医学的发展做出贡献。
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引用次数: 0
N6-Methyladenosine–Modified KREMEN2 Promotes Tumorigenesis and Malignant Progression of High-Grade Serous Ovarian Cancer N6-甲基腺苷修饰的 KREMEN2 促进高级别浆液性卵巢癌的肿瘤发生和恶性进展
IF 5 2区 医学 Q1 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2024-04-13 DOI: 10.1016/j.labinv.2024.102059
Rui Hou , Yadong Wang , Shiyao Cao , Xinrui Sun , Luo Jiang

High-grade serous ovarian cancer (HGSOC) remains the most lethal female cancer by far. Herein, clinical HGSOC samples had higher N6-methyladenosine (m6A) modification than normal ovarian tissue, and its dysregulation had been reported to drive aberrant transcription and translation programs. However, Kringle-containing transmembrane protein 2 (KREMEN2) and its m6A modification have not been fully elucidated in HGSOC. In this study, the data from the high-throughput messenger RNA (mRNA) sequencing of clinical samples were processed using the weighted correlation network analysis and functional enrichment analysis. Results revealed that KREMEN2 was a driver gene in the tumorigenesis of HGSOC and a potential target of m6A demethylase fat-mass and obesity-associated protein (FTO). KREMEN2 and FTO levels were upregulated and downregulated, respectively, and correlation analysis showed a significant negative correlation in HGSOC samples. Importantly, upregulated KREMEN2 was remarkably associated with lymph node metastasis, distant metastasis, peritoneal metastasis, and high International Federation of Gynecology and Obstetrics stage (Ⅲ/Ⅳ), independent of the age of patients. KREMEN2 promoted the growth of HGSOC in vitro and in vivo, which was dependent on FTO. The methylated RNA immunoprecipitation qPCR and RNA immunoprecipitation assays were performed to verify the m6A level and sites of KREMEN2. FTO overexpression significantly decreased m6A modification in the 3′ and 5′ untranslated regions of KREMEN2 mRNA and downregulated its expression. In addition, we found that FTO-mediated m6A modification of KREMEN2 mRNA was recognized and stabilized by the m6A reader IGF2BP1 rather than by IGF2BP2 or IGF2BP3. This study highlights the m6A modification of KREMEN2 and extends the importance of RNA epigenetics in HGSOC.

高分化浆液性卵巢癌(HGSOC)是迄今为止致死率最高的女性癌症。在这里,与正常卵巢组织相比,临床HGSOC样本具有更高的N-甲基腺苷(mA)修饰,有报道称其失调会驱动异常转录和翻译程序。然而,Kringle-containing transmembrane protein 2(KREMEN2)及其mA修饰在HGSOC中的作用尚未完全阐明。本研究利用加权相关网络分析和功能富集分析对临床样本的高通量信使核糖核酸(mRNA)测序数据进行了处理。结果发现,KREMEN2是HGSOC肿瘤发生过程中的驱动基因,也是mA去甲基化酶脂肪和肥胖相关蛋白(FTO)的潜在靶点。在HGSOC样本中,KREMEN2和FTO水平分别上调和下调,相关性分析表明两者呈显著负相关。重要的是,KREMEN2的上调与淋巴结转移、远处转移、腹膜转移和国际妇产科联盟的高分期(Ⅲ/Ⅳ期)显著相关,与患者的年龄无关。KREMEN2 促进了 HGSOC 在体外和体内的生长,而这种生长依赖于 FTO。甲基化RNA免疫沉淀qPCR和RNA免疫沉淀实验验证了KREMEN2的mA水平和位点。FTO的过表达明显减少了KREMEN2 mRNA的3′和5′非翻译区的mA修饰,并下调了其表达。此外,我们发现 FTO 介导的 KREMEN2 mRNA mA 修饰被 mA 阅读器 IGF2BP1 而不是 IGF2BP2 或 IGF2BP3 识别并稳定。这项研究强调了 KREMEN2 的 mA 修饰,并扩展了 RNA 表观遗传学在 HGSOC 中的重要性。
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引用次数: 0
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Laboratory Investigation
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