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This Month in AJP 本月 AJP。
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-07-06 DOI: 10.1016/j.ajpath.2024.07.001
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引用次数: 0
A Multiscale Connected UNet for the Segmentation of Lung Cancer Cells in Pathology Sections Stained Using Rapid On-Site Cytopathological Evaluation CUNet3+:用于现场快速细胞病理学评估的病理切片染色中肺癌细胞分段的多尺度连接 UNet。
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-06-17 DOI: 10.1016/j.ajpath.2024.05.011

Lung cancer is an increasingly serious health problem worldwide, and early detection and diagnosis are crucial for successful treatment. With the development of artificial intelligence and the growth of data volume, machine learning techniques can play a significant role in improving the accuracy of early detection in lung cancer. This study proposes a deep learning-based segmentation algorithm for rapid on-site cytopathological evaluation (ROSE) to enhance the diagnostic efficiency of endobronchial ultrasound-guided transbronchial needle aspiration biopsy (EBUS-TBNA) during surgery. By utilizing the CUNet3+ network model, cell clusters, including cancer cell clusters, can be accurately segmented in ROSE-stained pathological sections. The model demonstrated high accuracy, with an F1-score of 0.9604, recall of 0.9609, precision of 0.9654, and accuracy of 0.9834 on the internal testing data set. It also achieved an area under the receiver-operating characteristic curve of 0.9972 for cancer identification. The proposed algorithm saved time for on-site diagnosis, improved EBUS-TBNA efficiency, and outperformed classical segmentation algorithms in accurately identifying lung cancer cell clusters in ROSE-stained images. It effectively reduced over-segmentation, decreased network parameters, and enhanced computational efficiency, making it suitable for real-time patient evaluation during surgical procedures.

肺癌是全球日益严重的健康问题,早期发现和诊断是成功治疗的关键。随着人工智能的发展和数据量的增长,机器学习技术在提高肺癌早期检测的准确性方面可以发挥重要作用。本研究提出了一种基于深度学习的现场细胞病理学快速评估(ROSE)分割算法,以提高手术中支气管内超声引导下经支气管针吸活检(EBUS-TBNA)的诊断效率。通过利用 CUNet3+ 网络模型,可以在 ROSE 染色的病理切片中准确分割细胞群,包括癌细胞群。该模型具有很高的准确性,在内部测试数据集上的 F1 分数为 0.9604,召回率为 0.9609,精确度为 0.9654,准确度为 0.9834。癌症识别的 AUC 也达到了 0.9972。该算法节省了现场诊断的时间,提高了 EBUS-TBNA 的效率,在准确识别 ROSE 染色图像中的肺癌细胞簇方面优于传统的分割算法。它有效地减少了过度分割,降低了网络参数,提高了计算效率,适用于手术过程中对病人的实时评估。
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引用次数: 0
Macrophage Extracellular Traps Suppress Particulate Matter–Induced Airway Inflammation 巨噬细胞胞外捕获器可抑制颗粒物诱发的气道炎症。
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-06-17 DOI: 10.1016/j.ajpath.2024.05.008

Accumulating evidence has substantiated the potential of ambient particulate matter (PM) to elicit detrimental health consequences in the respiratory system, notably airway inflammation. Macrophages, a pivotal component of the innate immune system, assume a crucial function in responding to exogenous agents. However, the roles and detailed mechanisms in regulating PM-induced airway inflammation remain unclear. The current study revealed that PM had the ability to stimulate the formation of macrophage extracellular traps (METs) both in vitro and in vivo. This effect was dependent on peptidylarginine deiminase type 4 (PAD4)–mediated histone citrullination. Additionally, reactive oxygen species were involved in the formation of PM-induced METs, in parallel with PAD4. Genetic deletion of PAD4 in macrophages resulted in an up-regulation of inflammatory cytokine expression. Moreover, mice with PAD4-specific knockout in myeloid cells exhibited exacerbated PM-induced airway inflammation. Mechanistically, inhibition of METs suppressed the phagocytic ability in macrophages, leading to airway epithelial injuries and an aggravated PM-induced airway inflammation. The present study demonstrates that METs play a crucial role in promoting the phagocytosis and clearance of PM by macrophages, thereby suppressing airway inflammation. Furthermore, it suggests that activation of METs may represent a novel therapeutic strategy for PM-related airway disorders.

越来越多的证据证明,环境颗粒物(PM)有可能对呼吸系统造成有害健康的后果,尤其是气道炎症。巨噬细胞是先天性免疫系统的重要组成部分,在对外源物质做出反应时发挥着关键作用。然而,调节 PM 诱导的气道炎症的作用和详细机制仍不清楚。我们的研究发现,可吸入颗粒物能够在体外和体内刺激巨噬细胞胞外陷阱(MET)的形成。这种作用依赖于 PAD4 介导的组蛋白瓜氨酸化。此外,还发现活性氧与 PAD4 同时参与了 PM 诱导的 MET 的形成。在巨噬细胞中遗传性删除 PAD4 会导致炎症细胞因子表达上调。此外,在骨髓细胞中特异性敲除 PAD4 的小鼠表现出 PM 诱导的气道炎症加剧。从机理上讲,抑制 METs 可抑制巨噬细胞的吞噬能力,导致气道上皮损伤和 PM 诱导的气道炎症加重。本研究表明,METs 在促进巨噬细胞吞噬和清除 PM,从而抑制气道炎症方面起着至关重要的作用。此外,研究还表明,激活 METs 可能是治疗 PM 相关气道疾病的一种新策略。
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引用次数: 0
Bifidobacterium bifidum Strain BB1 Inhibits Tumor Necrosis Factor-α–Induced Increase in Intestinal Epithelial Tight Junction Permeability via Toll-Like Receptor-2/Toll-Like Receptor-6 Receptor Complex–Dependent Stimulation of Peroxisome Proliferator-Activated Receptor γ and Suppression of NF-κB p65 双歧杆菌 BB1 菌株通过 TLR-2/TLR-6 受体复合物对 PPAR-γ 的依赖性刺激和对 NF-kB p65 的抑制,抑制 TNF-α 诱导的肠上皮紧密连接通透性增加
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-06-15 DOI: 10.1016/j.ajpath.2024.05.012

Bifidobacterium bifidum strain BB1 causes a strain-specific enhancement in intestinal epithelial tight junction (TJ) barrier. Tumor necrosis factor (TNF)-α induces an increase in intestinal epithelial TJ permeability and promotes intestinal inflammation. The major purpose of this study was to delineate the protective effect of BB1 against the TNF-α–induced increase in intestinal TJ permeability and to unravel the intracellular mechanisms involved. TNF-α produces an increase in intestinal epithelial TJ permeability in Caco-2 monolayers and in mice. Herein, the addition of BB1 inhibited the TNF-α increase in Caco-2 intestinal TJ permeability and mouse intestinal permeability in a strain-specific manner. BB1 inhibited the TNF-α–induced increase in intestinal TJ permeability by interfering with TNF-α–induced enterocyte NF-κB p50/p65 and myosin light chain kinase (MLCK) gene activation. The BB1 protective effect against the TNF-α–induced increase in intestinal permeability was mediated by toll-like receptor-2/toll-like receptor-6 heterodimer complex activation of peroxisome proliferator-activated receptor γ (PPAR-γ) and PPAR-γ pathway inhibition of TNF-α–induced inhibitory kappa B kinase α (IKK-α) activation, which, in turn, resulted in a step-wise inhibition of NF-κB p50/p65, MLCK gene, MLCK kinase activity, and MLCK-induced opening of the TJ barrier. In conclusion, these studies unraveled novel intracellular mechanisms of BB1 protection against the TNF-α–induced increase in intestinal TJ permeability. The current data show that BB1 protects against the TNF-α–induced increase in intestinal epithelial TJ permeability via a PPAR-γ–dependent inhibition of NF-κB p50/p65 and MLCK gene activation.

双歧杆菌 BB1 菌株能特异性地增强肠上皮细胞紧密连接(TJ)屏障。肿瘤坏死因子(TNF)-α会诱导肠上皮TJ通透性增加并促进肠道炎症。本研究的主要目的是阐明 BB1 对 TNF-α 诱导的肠 TJ 通透性增加的保护作用,并揭示其中的细胞内机制。TNF-α 会导致 Caco-2 单层膜和小鼠肠上皮 TJ 通透性增加。在本文中,添加 BB1 以菌株特异性的方式抑制了 TNF-α 在 Caco-2 肠 TJ 通透性和小鼠肠通透性中的增加。BB1通过干扰TNF-α诱导的肠细胞NF-κB p50/p65和肌球蛋白轻链激酶(MLCK)基因活化,抑制了TNF-α诱导的肠TJ通透性增加。BB1对TNF-α诱导的肠道渗透性增加的保护作用是由toll样受体-2/toll样受体-6异二聚体复合物激活过氧化物酶体增殖激活受体γ(PPAR-γ)和PPAR-γ通路抑制TNF-α诱导的抑制性卡巴B激酶α(IKK-α)激活介导的、这反过来又导致了对 NF-κB p50/p65、MLCK 基因、MLCK 激酶活性和 MLCK 诱导的 TJ 屏障开放的逐步抑制。总之,这些研究揭示了 BB1 对 TNF-α 诱导的肠 TJ 通透性增加的保护作用的新细胞内机制。目前的数据显示,BB1 通过 PPAR-γ 依赖性抑制 NF-κB p50/p65 和 MLCK 基因活化,防止 TNF-α 诱导的肠上皮 TJ 通透性增加。
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引用次数: 0
Local Tetanus Begins with a Neuromuscular Junction Paralysis around the Site of Tetanus Neurotoxin Release due to Cleavage of the Vesicle-Associated Membrane Protein 局部破伤风始于破伤风神经毒素释放部位周围与 VAMP 分裂相关的神经肌肉接头麻痹
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-06-15 DOI: 10.1016/j.ajpath.2024.05.009

Local tetanus develops when limited amounts of tetanus neurotoxin (TeNT) are released by Clostridium tetani generated from spores inside a necrotic wound. Within days, a spastic paralysis restricted to the muscles of the affected anatomical area develops. This paralysis follows the retrograde transport of TeNT inside the axons of motoneurons and its uptake by inhibitory interneurons with cleavage of a vesicle-associated membrane protein required for neurotransmitter release. Consequently, incontrollable excitation of motoneurons causes contractures of innervated muscles and leads to local spastic paralysis. Here, the initial events occurring close to the site of TeNT release were investigated in a mouse model of local tetanus. A peripheral flaccid paralysis was found to occur, before or concurrent to the spastic paralysis. At variance from the confined TeNT proteolytic activity taking place within motor neuron terminals, central protein cleavage was detected within inhibitory interneurons controlling motor neuron efferents innervating muscle groups distant from the site of TeNT release. These results indicate peripheral activity of TeNT in tetanus and explains why the spastic paralysis observed in local tetanus, although confined to single limbs, generally affects multiple muscles. The initial TeNT neuroparalytic activity can be detected by measuring the compound muscle action potential, providing a very early diagnosis and therapy, thus preventing the ensuing life-threatening generalized tetanus.

当破伤风梭菌从坏死伤口内的孢子中释放出有限数量的破伤风神经毒素(TeNT)时,就会引发局部破伤风。数天内,受影响解剖区域的肌肉会出现痉挛性瘫痪。这种瘫痪是由于 TeNT 在运动神经元轴突内逆向运输,并被抑制性中间神经元吸收,同时神经递质释放所需的囊泡相关膜蛋白被裂解。因此,运动神经元无法控制的兴奋会引起受支配肌肉的挛缩,导致局部痉挛性瘫痪。在此,我们在局部破伤风小鼠模型中研究了发生在 TeNT 释放点附近的初始事件。研究发现,在痉挛性瘫痪之前或同时,会出现外周弛缓性瘫痪。与发生在运动神经元末端的局限性 TeNT 蛋白水解活动不同,在控制运动神经元传出的抑制性中间神经元中检测到了中心蛋白裂解,这些抑制性中间神经元支配着远离 TeNT 释放部位的肌肉群。这些结果表明了 TeNT 在破伤风中的外周活性,并解释了为什么局部破伤风中观察到的痉挛性瘫痪虽然仅限于单肢,但通常会影响多块肌肉。最初的 TeNT 神经麻痹活动可通过测量复合肌肉动作电位检测到,从而提供了非常早期的诊断和治疗,从而避免了随后危及生命的全身性破伤风。
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引用次数: 0
Platelets in Thrombosis and Atherosclerosis 血小板在血栓形成和动脉粥样硬化中的作用:一把双刃剑。
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-06-15 DOI: 10.1016/j.ajpath.2024.05.010

This review focuses on the dual role of platelets in atherosclerosis and thrombosis, exploring their involvement in inflammation, angiogenesis, and plaque formation, as well as their hemostatic and prothrombotic functions. Beyond their thrombotic functions, platelets engage in complex interactions with diverse cell types, influencing disease resolution and progression. The contribution of platelet degranulation helps in the formation of atheromatous plaque, whereas the reciprocal interaction with monocytes adds complexity. Alterations in platelet membrane receptors and signaling cascades contribute to advanced atherosclerosis, culminating in atherothrombotic events. Understanding these multifaceted roles of platelets will lead to the development of targeted antiplatelet strategies for effective cardiovascular disease prevention and treatment. Understanding platelet functions in atherosclerosis and atherothrombosis at different stages of disease will be critical for designing targeted treatments and medications to prevent or cure the disease Through this understanding, platelets can be targeted at specific times in the atherosclerosis process, possibly preventing the development of atherothrombosis.

本综述侧重于血小板在动脉粥样硬化和血栓形成中的双重作用,探讨它们在炎症、血管生成和斑块形成中的参与,以及它们的止血和促血栓形成功能。除了血栓形成功能外,血小板还与不同类型的细胞发生复杂的相互作用,影响疾病的缓解和发展。血小板脱颗粒有助于动脉粥样斑块的形成,而与单核细胞的相互影响则增加了其复杂性。血小板膜受体和信号级联的改变会导致晚期动脉粥样硬化,最终引发动脉粥样硬化血栓事件。了解血小板的这些多方面作用将有助于开发有针对性的抗血小板策略,从而有效预防和治疗心血管疾病。了解血小板在动脉粥样硬化和动脉粥样硬化栓塞症不同阶段的功能,对于设计有针对性的治疗方法和药物来预防或治疗疾病至关重要。
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引用次数: 0
Identification of HTRA4 as a Transcriptional Target of p63 in Trophoblast 确定 HTRA4 是滋养层母细胞中 p63 的转录靶标
IF 6 2区 医学 Q1 Medicine Pub Date : 2024-06-14 DOI: 10.1016/j.ajpath.2024.03.011
Mary E. Donohoe , Robert Morey , Yingchun Li , Donald Pizzo , Sampada Kallol , Hee-Young Cho , Francesca Soncin , Mana M. Parast

The placenta plays a crucial role in pregnancy success. ΔNp63α (p63), a transcription factor from the TP53 family, is highly expressed in villous cytotrophoblasts (CTBs), the epithelial stem cells of the human placenta, and is involved in CTB maintenance and differentiation. We examined the mechanisms of action of p63 by identifying its downstream targets. Gene expression changes were evaluated following overexpression and knockdown of p63 in the JEG3 choriocarcinoma cell line, using microarray-based RNA profiling. High-temperature requirement A4 (HTRA4), a placenta-specific serine protease involved in trophoblast differentiation and altered in preeclampsia, was identified as a gene reciprocally regulated by p63, and its expression was characterized in primary human placental tissues by RNA-sequencing and in situ hybridization. Potential p63 DNA-binding motifs were identified in the HTRA4 promoter, and p63 occupancy at some of these sites was confirmed using chromatin immunoprecipitation, followed by quantitative PCR in both JEG3 and trophoblast stem cells. These data begin to identify members of the transcriptional network downstream of p63, thus laying the groundwork for probing mechanisms by which this important transcription factor regulates trophoblast stemness and differentiation.

胎盘在妊娠成功与否中起着至关重要的作用。TP53家族的转录因子ΔNp63α(p63)在绒毛细胞滋养母细胞(CTB)(人类胎盘的上皮干细胞)中高度表达,并参与CTB的维持和分化。我们通过确定 p63 的下游靶点来研究其作用机制。使用基于芯片的 RNA 图谱分析评估了 JEG3 绒毛膜癌细胞系中过表达和敲除 p63 后的基因表达变化。高温要求 A4(HTRA4)是一种胎盘特异性丝氨酸蛋白酶,参与滋养层细胞分化并在子痫前期发生改变。在 HTRA4 启动子中发现了潜在的 p63 DNA 结合基团,并通过染色质免疫共沉淀和定量 PCR 在 JEG3 和滋养层干细胞中证实了 p63 在其中一些位点的占据。这些数据开始确定p63下游转录网络的成员,从而为探究这一重要转录因子调控滋养细胞干性和分化的机制奠定了基础。
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引用次数: 0
TGFβ1-Induced Fibrotic Responses of Conjunctival Fibroblasts through the Wnt/β-Catenin/CRYAB Signaling Pathway TGFβ1通过Wnt/β-catenin/CRYAB信号通路诱导结膜成纤维细胞的纤维化反应。
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-06-13 DOI: 10.1016/j.ajpath.2024.05.002

Conjunctival fibrosis is a common postoperative complication of glaucoma filtration surgery, resulting in uncontrolled intraocular pressure and surgery failure. Therefore, there is an urgent need to understand the molecular mechanisms underlying conjunctival fibrosis and to explore novel pharmacologic anti-fibrosis therapies for glaucoma filtration surgery. Herein, the 4-dimensional data-independent acquisition (4D-DIA) quantitative proteomic results, coupled with experimental data, revealed the activation of the Wnt/β-catenin pathway in transforming growth factor (TGF)-β1–induced human conjunctival fibroblasts (HConFs). Treatment with ICG-001, a Wnt/β-catenin inhibitor, effectively inhibited cell proliferation and migration in TGFβ1-treated HConFs. ICG-001 treatment alleviated the increased generation of extracellular matrix proteins induced by TGFβ1. In addition, ICG-001 reduced the expression level of α smooth muscle actin (α-SMA) and inhibited cell contractility in TGFβ1-treated HConFs. Proteomics data further suggested that αB-crystallin (CRYAB) was a downstream target of Wnt/β-catenin, which was up-regulated by TGFβ1 and down-regulated by ICG-001. Immunoblotting assay also indicated that ICG-001 reduced the expressions of ubiquitin and β-catenin in TGFβ1-treated HConFs, implying that CRYAB stabilized β-catenin by inhibiting its ubiquitination degradation. Exogenous CRYAB promoted cell viability, increased extracellular matrix protein levels, and up-regulated α-SMA expression of HConFs under TGFβ1 stimulation. CRYAB rescued TGFβ1-induced fibrotic responses that were suppressed by ICG-001. In conclusion, this study elucidates the regulatory mechanism of the Wnt/β-catenin/CRYAB pathway in conjunctival fibrosis, offering promising therapeutic targets for mitigating bleb scarring after glaucoma filtration surgery.

结膜纤维化(CF)是青光眼滤过手术(GFS)常见的术后并发症,会导致眼压失控和手术失败。因此,了解结膜纤维化的分子机制并探索新型的药物抗结膜纤维化疗法迫在眉睫。我们的4D-DIA定量蛋白质组学结果与实验数据相结合,揭示了TGFβ1诱导的人结膜成纤维细胞(HConFs)中Wnt/β-catenin通路的激活。ICG-001是一种Wnt/β-catenin抑制剂,它能有效抑制TGFβ1处理的HConFs的细胞增殖和迁移。ICG-001 可缓解 TGFβ1 诱导的细胞外基质(ECM)蛋白生成的增加。此外,ICG-001 还降低了α-平滑肌肌动蛋白(α-SMA)的表达水平,并抑制了 TGFβ1 处理的 HConFs 的细胞收缩性。蛋白质组学数据进一步表明,CRYAB是Wnt/β-catenin的下游靶标,TGFβ1上调Wnt/β-catenin,ICG-001下调Wnt/β-catenin。免疫印迹分析还表明,ICG-001可降低泛素和β-catenin在TGFβ1处理的HConFs中的表达,这意味着CRYAB通过抑制β-catenin的泛素化降解而使其稳定。在TGFβ1刺激下,外源性CRYAB可提高HConFs的细胞活力,增加ECM蛋白水平,并上调α-SMA的表达。此外,CRYAB 还能挽救 ICG-001 所抑制的 TGFβ1 诱导的纤维化反应。总之,我们的研究阐明了Wnt/β-catenin/CRYAB通路在CF中的调控机制,为减轻GFS后眼泡瘢痕形成提供了有前景的治疗靶点。
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引用次数: 0
Deep Learning for Grading Endometrial Cancer 用于子宫内膜癌分级的深度学习
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-06-13 DOI: 10.1016/j.ajpath.2024.05.003

Endometrial cancer is the fourth most common cancer in women in the United States, with a lifetime risk of approximately 2.8%. Precise histologic evaluation and molecular classification of endometrial cancer are important for effective patient management and determining the best treatment options. This study introduces EndoNet, which uses convolutional neural networks for extracting histologic features and a vision transformer for aggregating these features and classifying slides into high- and low-grade cases. The model was trained on 929 digitized hematoxylin and eosin–stained whole-slide images of endometrial cancer from hysterectomy cases at Dartmouth-Health. It classifies these slides into low-grade (endometrioid grades 1 and 2) and high-grade (endometrioid carcinoma International Federation of Gynecology and Obstetrics grade 3, uterine serous carcinoma, or carcinosarcoma) categories. EndoNet was evaluated on an internal test set of 110 patients and an external test set of 100 patients from The Cancer Genome Atlas database. The model achieved a weighted average F1 score of 0.91 (95% CI, 0.86 to 0.95) and an area under the curve of 0.95 (95% CI, 0.89 to 0.99) on the internal test, and 0.86 (95% CI, 0.80 to 0.94) for F1 score and 0.86 (95% CI, 0.75 to 0.93) for area under the curve on the external test. Pending further validation, EndoNet has the potential to support pathologists without the need of manual annotations in classifying the grades of gynecologic pathology tumors.

子宫内膜癌是美国女性第四大常见癌症,女性一生中患此病的风险约为 2.8%。子宫内膜癌的精确组织学评估和分子分类对于有效管理患者和确定最佳治疗方法非常重要。本研究介绍了 EndoNet,它使用卷积神经网络提取组织学特征,使用视觉转换器汇总这些特征,并根据视觉特征将切片分为高级别和低级别。该模型是在达特茅斯医疗中心子宫切除病例中的 929 张数字化苏木精和伊红染色的子宫内膜癌全切片图像上进行训练的。它将这些切片分为低级别(子宫内膜癌 1 级和 2 级)和高级别(子宫内膜癌 FIGO 3 级、子宫浆液性癌、癌肉瘤)类别。EndoNet 在由 110 名患者组成的内部测试集和由公共 TCGA 数据库中 100 名患者组成的外部测试集上进行了评估。在内部测试中,该模型的加权平均 F1 分数为 0.91(95% CI:0.86-0.95),AUC 为 0.95(95% CI:0.89-0.99);在外部测试中,该模型的 F1 分数为 0.86(95% CI:0.80-0.94),AUC 为 0.86(95% CI:0.75-0.93)。在进一步验证之前,EndoNet有望为病理学家提供支持,而无需人工标注妇科病理肿瘤的等级分类。
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引用次数: 0
Deep Learning Classification and Quantification of Pejorative and Nonpejorative Architectures in Resected Hepatocellular Carcinoma from Digital Histopathologic Images 从数字组织病理学图像中对切除肝细胞癌中的贬义和非贬义架构进行深度学习分类和量化。
IF 4.7 2区 医学 Q1 PATHOLOGY Pub Date : 2024-06-13 DOI: 10.1016/j.ajpath.2024.05.007

Liver resection is one of the best treatments for small hepatocellular carcinoma (HCC), but post-resection recurrence is frequent. Biotherapies have emerged as an efficient adjuvant treatment, making the identification of patients at high risk of recurrence critical. Microvascular invasion (mVI), poor differentiation, pejorative macrotrabecular architectures, and vessels encapsulating tumor clusters architectures are the most accurate histologic predictors of recurrence, but their evaluation is time-consuming and imperfect. Herein, a supervised deep learning–based approach with ResNet34 on 680 whole slide images (WSIs) from 107 liver resection specimens was used to build an algorithm for the identification and quantification of these pejorative architectures. This model achieved an accuracy of 0.864 at patch level and 0.823 at WSI level. To assess its robustness, it was validated on an external cohort of 29 HCCs from another hospital, with an accuracy of 0.787 at WSI level, affirming its generalization capabilities. Moreover, the largest connected areas of the pejorative architectures extracted from the model were positively correlated to the presence of mVI and the number of tumor emboli. These results suggest that the identification of pejorative architectures could be an efficient surrogate of mVI and have a strong predictive value for the risk of recurrence. This study is the first step in the construction of a composite predictive algorithm for early post-resection recurrence of HCC, including artificial intelligence–based features.

肝切除术是治疗小肝细胞癌的最佳方法之一,但切除术后复发的情况很常见。生物疗法已成为一种有效的辅助治疗方法,因此识别高复发风险患者至关重要。微血管侵犯、分化不良、恶性大乳头状瘤和 "血管包裹肿瘤簇 "结构是最准确的复发组织学预测指标,但对它们的评估既耗时又不完善。利用 ResNet34 对来自 107 例肝脏切除标本的 680 张全切片图像进行基于深度学习的监督方法,建立了一种用于识别和量化这些贬义结构的算法。该模型在斑块级的准确率为 0.864,在全切片图像级的准确率为 0.823。为了评估其稳健性,该模型在另一家医院的 29 例肝细胞癌外部队列中进行了验证,在整张切片图像层面的准确率为 0.787,肯定了其概括能力。此外,从该模型中提取的贬义结构的最大连接区域与微血管侵犯的存在和肿瘤栓子的数量呈正相关。这些结果表明,蔑视性结构的识别可作为微血管侵犯的有效替代物,对复发风险具有很强的预测价值。这项研究是构建肝细胞癌切除术后早期复发复合预测算法的第一步,其中包括基于人工智能的特征。
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引用次数: 0
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American Journal of Pathology
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