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Automatic cell classification and quantification with machine learning in immunohistochemistry images. 免疫组织化学图像中的机器学习自动细胞分类和定量。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-07-01 DOI: 10.1080/01478885.2025.2523618
Pikting Cheung, Wei Zhang, Muhammad Shehzad Khan, Irfan Ahmed, Yuanchao Liu, Fraser Hill, Xinyue Li, Condon Lau

The incidence of lymphoma, a cancer that affects both humans and animals, has witnessed a significant increase. In response, immunohistochemistry (IHC) has become an essential tool for its classification. This prompted us to develop an innovative mathematical methodology for the precise quantification of immunopositive and immunonegative cells, along with their spatial analysis, in CD3-stained lymphoma IHC images. Our approach involves integrating an algorithm based on a mathematical color model for cell differentiation, employing the distinctive morphological erosion, algorithmic transformations, and customized histogram equalization to enhance features. Refined local thresholding enhances classification precision. Additionally, a customized circular Hough transform quantifies cell counts and assesses their spatial data. The algorithms accurately enumerate cell types, reducing human intervention and providing total numbers and spatial information on detected cells within tissue specimens. Evaluation of IHC image samples revealed an overall accuracy of 93.98% for automatic cell counts. The automatic counts and location information were cross-validated by three pathology specialists, highlighting the effectiveness and reliability of our automated approach. Our innovative framework enhances lymphoma cell counting accuracy in IHC images by combining physics-based color understanding with machine learning, thereby improving diagnosis and reducing the risks of human error.

淋巴瘤是一种既影响人类也影响动物的癌症,其发病率显著上升。因此,免疫组织化学(IHC)已成为其分类的重要工具。这促使我们开发了一种创新的数学方法,用于精确量化cd3染色淋巴瘤IHC图像中的免疫阳性和免疫阴性细胞,以及它们的空间分析。我们的方法包括集成一种基于细胞分化数学颜色模型的算法,采用独特的形态侵蚀、算法转换和定制的直方图均衡化来增强特征。改进的局部阈值提高了分类精度。此外,定制的圆形霍夫变换量化细胞计数并评估其空间数据。该算法准确地枚举细胞类型,减少人为干预,并提供组织标本中检测细胞的总数和空间信息。对免疫组化图像样本的评估显示,自动细胞计数的总体准确率为93.98%。自动计数和位置信息由三位病理学专家交叉验证,突出了我们自动化方法的有效性和可靠性。我们的创新框架通过将基于物理的颜色理解与机器学习相结合,提高了IHC图像中淋巴瘤细胞计数的准确性,从而提高了诊断并降低了人为错误的风险。
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引用次数: 0
Diagnostic yield of stains for infectious organisms in esophageal or gastroesophageal junction biopsies with esophagitis. 食管炎食管或胃食管交界处活检中感染性生物体染色的诊断率。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-06-01 Epub Date: 2024-10-14 DOI: 10.1080/01478885.2024.2415154
Aaron R Huber, Christa L Whitney-Miller

Stains frequently performed to exclude infectious etiologies in esophagitis include Grocott methenamine silver (GMS) and periodic acid-Schiff (PAS) as well as immunohistochemistry (IHC) assays for cytomegalovirus (CMV) and herpes simplex virus (HSV). The diagnostic yield of these tests, in this situation, has not been well studied. We retrospectively reviewed 261 esophageal biopsies, which had one or more of the above tests performed. The diagnostic yield for GMS and PAS was 8%, while CMV and HSV immunohistochemistry had a diagnostic yield of 1% and 0%, respectively. Our study suggests that routine use of ancillary labeling techniques in esophagitis biopsies may be of limited utility and have low diagnostic yield.

为排除食管炎的感染性病因而经常进行的染色包括 Grocott methenamine silver (GMS) 和 periodic acid-Schiff (PAS),以及巨细胞病毒 (CMV) 和单纯疱疹病毒 (HSV) 的免疫组化 (IHC) 检测。在这种情况下,这些检测方法的诊断率还没有得到很好的研究。我们对 261 例食管活检进行了回顾性研究,这些活检进行了上述一种或多种检测。GMS和PAS的诊断率为8%,而CMV和HSV免疫组化的诊断率分别为1%和0%。我们的研究表明,在食管炎活检中常规使用辅助标记技术可能作用有限,诊断率较低。
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引用次数: 0
AI-Augmented authorship: revolutionizing histopathology publishing in the generative AI era. 人工智能增强的作者身份:在生成式人工智能时代革新组织病理学出版。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-05-19 DOI: 10.1080/01478885.2025.2505294
Qiangqiang Gu, Nianyi Li, Nickolas G Littlefield, Fengyi Gao, Monika Lamba Saini, Yongfu Wang, Bradley J Wheeler, T Rinda Soong, Rong Xia, Ahmad P Tafti
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引用次数: 0
The impact of gliomas on the normal brain microenvironment: a pilot study. 胶质瘤对正常大脑微环境的影响:一项试点研究。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-06-01 Epub Date: 2024-10-01 DOI: 10.1080/01478885.2024.2408505
Nicole Riha, Jacen S Moore, Sheila Criswell

Gliomas are malignant tumors of neuronal support cells within the central nervous system (CNS) and are characterized by poor overall prognoses and limited treatment options due to their infiltrative growth patterns. The neural tumor microenvironment, composed of benign neurons, neuroglia, endothelial cells, and intravascular white blood cells, is a target-rich site for potential chemotherapeutic agents. This study assessed cell proliferation rates, white blood cell components, and a limited number of nuclear, cytoplasmic, and membrane markers using immunohistochemistry (IHC) assays on formalin-fixed and paraffin-embedded benign and glial tumor tissue samples from the CNS. It was observed that glioma tissues had increased rates of glial cell proliferation and significant increases in the number of observed T-lymphocytes and granulocytes but decreased expression of markers Somatostatin receptor 2 (SSTR2), L1 cell adhesion molecule (L1CAM), and GATA binding protein 3 (GATA3) when compared to benign tissue samples. Understanding the lack of protein expression and population expansion potential of the glioma microenvironment in greater detail could help identify valuable therapeutic target combinations for future treatments.

神经胶质瘤是中枢神经系统(CNS)内神经元支持细胞的恶性肿瘤,由于其浸润性生长模式,总体预后较差,治疗方案有限。神经肿瘤微环境由良性神经元、神经胶质细胞、内皮细胞和血管内白细胞组成,是潜在化疗药物的富靶点。本研究采用免疫组化(IHC)方法对中枢神经系统中福尔马林固定和石蜡包埋的良性肿瘤和胶质瘤组织样本进行了细胞增殖率、白细胞成分以及少量核、细胞质和膜标记物的评估。结果发现,与良性组织样本相比,胶质瘤组织的胶质细胞增殖速度加快,观察到的T淋巴细胞和粒细胞数量显著增加,但标志物促生长素受体2(SSTR2)、L1细胞粘附分子(L1CAM)和GATA结合蛋白3(GATA3)的表达却有所减少。更详细地了解胶质瘤微环境蛋白质表达的缺乏和种群扩增的潜力,有助于为未来的治疗确定有价值的治疗靶点组合。
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引用次数: 0
Low-magnitude high-frequency vibration ameliorates high glucose-induced endothelial injury by restoring mitochondrial function via AMPK/mTOR pathway. 低幅高频振动通过 AMPK/mTOR 途径恢复线粒体功能,从而改善高血糖诱导的内皮损伤。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-06-01 Epub Date: 2024-11-20 DOI: 10.1080/01478885.2024.2429855
Xidan Zhang, Jiyu Sun, Xiting Zhu, Zhenghao Yang, Zhuoli Zhu, Min Zhou, Chen Li, Haiyang Yu, Xueqi Gan

High glucose-induced dysfunction of endothelial cells is a critical and initiating factor in the genesis of diabetic vascular complications. Low-magnitude high-frequency vibration (LMHFV) is a non-invasive biophysical intervention. It has been reported that it exhibits protective effects on high glucose-induced osteoblast dysfunction, but little was known on diabetic vascular complications. In this work, we aim to clarify the role of LMHFV on high glucose-induced endothelial dysfunction and hypothesized that the protective effects functioned through adenosine monophosphate-activated protein kinase (AMPK)/mammalian target of rapamycin (mTOR) pathway. We cultured primary murine aortic endothelial cells (MAECs) in normal or HG medium, respectively, before exposing to LMHFV. The tube formation, paracellular permeability assay, and aortic ring sprouting assay showed that the high glucose injured-function of MAECs was improved after LMHFV treatment. The intracellular ROS generation analysis, mitochondrial complex I activities measurement, ATP measurement and mitochondrial membrane potential (MMP), and mitochondrial ROS generation analysis of MAECs indicated that mitochondrial function was restored by LMHFV loading in a high glucose environment. Mechanically, western blot assays showed that AMPK phosphorylation was promoted and mTOR was inhibited in LMHFV-induced endothelial function restoration. After the administration of the AMPK inhibitor, Compound C, these protective effects resulting from LMHFV are reversed. These findings suggest that LMHFV plays a significant role in protecting endothelial cells' function and mitochondrial function in high glucose-induced injured MAECs via AMPK/mTOR signalling.

高血糖引起的内皮细胞功能障碍是糖尿病血管并发症发生的关键和起始因素。低幅高频振动(LMHFV)是一种非侵入性生物物理干预措施。据报道,它对高糖诱导的成骨细胞功能障碍有保护作用,但对糖尿病血管并发症却知之甚少。在这项研究中,我们旨在阐明 LMHFV 对高血糖诱导的内皮功能障碍的作用,并假设其保护作用是通过单磷酸腺苷激活蛋白激酶(AMPK)/哺乳动物雷帕霉素靶标(mTOR)途径发挥的。我们分别在正常或 HG 培养基中培养原代小鼠主动脉内皮细胞(MAECs),然后将其暴露于 LMHFV。管形成、细胞旁通透性试验和主动脉环萌发试验表明,LMHFV处理后,MAECs的高糖损伤功能得到了改善。对 MAECs 进行的细胞内 ROS 生成分析、线粒体复合物 I 活性测定、ATP 测定和线粒体膜电位(MMP)测定以及线粒体 ROS 生成分析表明,LMHFV 负载可恢复高糖环境下的线粒体功能。从机理上讲,Western 印迹分析表明,在 LMHFV 诱导的内皮功能恢复过程中,AMPK 磷酸化被促进,mTOR 被抑制。施用 AMPK 抑制剂化合物 C 后,LMHFV 产生的这些保护作用被逆转。这些发现表明,LMHFV 通过 AMPK/mTOR 信号在高糖诱导的损伤 MAEC 中保护内皮细胞功能和线粒体功能方面发挥了重要作用。
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引用次数: 0
Adaptation of the HistoEnder, an open-source 3D printer for automated transmission electron microscopy grid staining. 对用于自动透射电子显微镜网格染色的开源三维打印机 HistoEnder 进行改装。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-06-01 Epub Date: 2024-09-23 DOI: 10.1080/01478885.2024.2403872
Philip Seifert

The HistoEnder, an inexpensive open-source 3D printer published as an automated histological slide stainer, has been adapted for conventional biological transmission electron microscopy (TEM) batch grid staining. Details are presented of the 3D printed apparatus, assembly, G-code programming, and operation on the 3D printer to post-section stains up to 20 grids through aqueous uranyl acetate, distilled water rinses, and lead stains. TEM Results are identical to manual staining with the advantages of automation using the low cost HistoEnder, apparatus, and equipment.

HistoEnder是一款廉价的开源3D打印机,作为自动组织学载玻片染色机发布,已被改装用于传统的生物透射电子显微镜(TEM)批量网格染色。详细介绍了三维打印设备、组装、G 代码编程以及在三维打印机上通过醋酸铀酰水溶液、蒸馏水冲洗和铅染色对多达 20 个网格进行后切片染色的操作。TEM 结果与手动染色完全相同,但利用低成本的 HistoEnder、仪器和设备实现自动化更具优势。
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引用次数: 0
Histogel-based techniques for embedding organoids in paraffin blocks enable high throughput downstream histopathological analyses. 基于组织凝胶的技术可将有机体包埋在石蜡块中,从而实现高通量的下游组织病理学分析。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-03-01 Epub Date: 2024-09-05 DOI: 10.1080/01478885.2024.2398381
Charles Havnar, Loryn Holokai, Ryan Ichikawa, Wennie Chen, Alexis Scherl, Eliah R Shamir

Organoids are in vitro tissue models derived from human or animal primary tissues or stem cells that allow for studying three-dimensional (3D) tissue biology, toxicity testing, biomarker evaluation, and assessment of compound efficacy, supplementing or potentially minimizing use of animal models. Organoids are typically cultured in a 3D format within an extracellular matrix and, at the end of an experiment, can be further processed for various cellular or molecular readouts. Analysis often relies on whole mount immunolabeling for markers of interest, which consumes the entire sample/well, thereby limiting sample availability for downstream assays. In addition, 3D cultures become more friable after fixation and are susceptible to sample loss during washing steps. In contrast, by fixing and processing organoids to a paraffin block, dozens or hundreds of unstained slides can be generated, enabling robust characterization via multiple assays, including histologic evaluation and (immuno)histochemical stains, thus maximizing the yield of these time- and labor-intensive cultures. Here we describe three methods to process 3D Matrigel cultures into paraffin blocks using Histogel as an embedding agent. The three techniques all yield high-quality sections but vary in complexity of implementation at different steps, and their application for different use cases is discussed.

有机体是一种体外组织模型,来源于人类或动物的原始组织或干细胞,可用于研究三维(3D)组织生物学、毒性测试、生物标记物评估和化合物疗效评估,补充或可能最大限度地减少动物模型的使用。有机体通常在细胞外基质中以三维形式培养,实验结束后可进一步处理,以获得各种细胞或分子读数。分析通常需要对感兴趣的标记物进行整装免疫标记,这需要消耗整个样本/孔,从而限制了下游检测的样本可用性。此外,三维培养物在固定后会变得更加易碎,在清洗步骤中很容易丢失样本。与此相反,通过将器官组织固定并处理成石蜡块,可以生成数十或数百张未经染色的切片,从而可以通过多种检测方法(包括组织学评估和(免疫)组织化学染色)进行稳健的表征,从而最大限度地提高这些费时费力的培养物的产量。在此,我们介绍了使用 Histogel 作为包埋剂将三维 Matrigel 培养物加工成石蜡块的三种方法。这三种技术都能获得高质量的切片,但不同步骤的实施复杂程度各不相同,我们还讨论了它们在不同用例中的应用。
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引用次数: 0
Histological methods for plant tissues. 植物组织的组织学方法。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-03-01 Epub Date: 2024-09-02 DOI: 10.1080/01478885.2024.2397989
Sheila Criswell, Brian Gaylord, Christopher R Pitzer

Although many of the structures and organelles of vegetative cells are comparable to those of animal tissues, significant differences between the two kingdoms require modifications in histological techniques for both tissue processing steps and histochemical staining techniques. The authors investigated the challenges of working with plant tissues by collecting various flora to represent the four main plant organs: leaf, stem, root, and flower/fruit. Triplicate samples for each specimen were placed into formalin for paraffin embedding, placed into formalin for later frozen sections, and used fresh to undergo immediate frozen sectioning. Frozen sections of plant tissues were more difficult to obtain than formalin-fixed paraffin-embedded (FFPE) sections, exhibited tissue loss during staining, and were inferior morphologically to FFPE sections. Although, historically, plant tissue fixation and processing has employed several different reagents compared with those used in animal tissue processing and took significantly longer times, the current investigation determined reagents and protocols from a modern histology laboratory which processes mammalian tissues can be applied to plant tissue processing with only slight modifications in respect to reagent timing. Additionally, staining techniques were compared and while it is well known that plant cell walls stain well with safranin O, the current investigation determined the uptake of safranin O can be accelerated by incubating at 60°C.

虽然无性细胞的许多结构和细胞器与动物组织相似,但植物组织和动物组织之间的显著差异要求对组织处理步骤和组织化学染色技术的组织学技术进行修改。作者通过收集代表叶、茎、根和花/果四个主要植物器官的各种植物群来研究处理植物组织所面临的挑战。每个标本都有三份样本,分别放入福尔马林中进行石蜡包埋,放入福尔马林中进行后期冷冻切片,以及使用新鲜样本立即进行冷冻切片。植物组织的冷冻切片比福尔马林固定石蜡包埋(FFPE)切片更难获得,在染色过程中会出现组织损失,在形态上也不如 FFPE 切片。尽管从历史上看,植物组织的固定和处理与动物组织的处理相比使用了几种不同的试剂,所需的时间也明显较长,但目前的调查确定,现代组织学实验室处理哺乳动物组织的试剂和方案可用于植物组织的处理,只需在试剂使用时间方面稍作修改即可。此外,还对染色技术进行了比较,众所周知,植物细胞壁能很好地染上黄褐素 O,但目前的调查确定,在 60°C 温度下培养可加速黄褐素 O 的吸收。
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引用次数: 0
Resolving the bone - optimizing decalcification in spatial transcriptomics and molecular pathology. 在空间转录组学和分子病理学中解决骨优化脱钙问题。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-03-01 Epub Date: 2024-12-26 DOI: 10.1080/01478885.2024.2446038
Shuoshuo Wang

Bone tissue poses critical roadblocks for spatial transcriptomics and molecular pathology due to a combination of its dense, calcified matrix and inadequate preservation of biomolecules in conventional decalcification. Decalcification is a complex and nuanced histological process to concomitantly preserve nucleic acids, proteins, and tissue architecture, ensuring molecular integrity for downstream assays. However, commonly used agents like formic and hydrochloric acids, while efficient, can degrade biomolecules to varying extents, complicating assays such as PCR, sequencing, immunohistochemistry, and in situ hybridization. Advances in spatial transcriptomics, both sequencing- and imaging-based, emphasize the importance of optimizing decalcification protocols to improve research outcomes. This synoptic and perspective article explores traditional and modern decalcification methods, offering recommendations on technical and methodological refinements for achieving molecularly robust processing of bone and calcified tissues in spatial transcriptomics and molecular pathology.

骨组织是空间转录组学和分子病理学的关键障碍,因为骨组织致密、钙化的基质和传统脱钙化中生物分子的保存不足。脱钙是一个复杂而微妙的组织学过程,同时保存核酸、蛋白质和组织结构,确保下游检测的分子完整性。然而,常用的药物,如甲酸和盐酸,虽然有效,但可以在不同程度上降解生物分子,使PCR、测序、免疫组织化学和原位杂交等检测复杂化。空间转录组学的进展,无论是基于测序还是基于成像,都强调了优化脱钙方案以提高研究成果的重要性。这篇概要性和前瞻性的文章探讨了传统和现代的脱钙方法,为在空间转录组学和分子病理学中实现骨和钙化组织的分子稳健处理提供了技术和方法上的改进建议。
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引用次数: 0
A best practices framework for spatial biology studies in drug discovery and development: enabling successful cohort studies using digital spatial profiling. 药物发现和开发中空间生物学研究的最佳实践框架:利用数字空间剖析成功开展队列研究。
IF 0.6 4区 生物学 Q4 CELL BIOLOGY Pub Date : 2025-03-01 Epub Date: 2024-09-03 DOI: 10.1080/01478885.2024.2391683
David Krull, Premi Haynes, Anil Kesarwani, Julien Tessier, Benjamin J Chen, Kelly Hunter, Deniliz Rodriguez, Yan Liang, Jim Mansfield, Maxine McClain, Corinne Ramos, Edward Bonnevie, Esperanza Anguiano

The discovery of biomarkers, essential for successful drug development, is often hindered by the limited availability of tissue samples, typically obtained through core needle biopsies. Standard 'omics platforms can consume significant amounts of tissue, forcing scientist to trade off spatial context for high-plex assays, such as genome-wide assays. While bulk gene expression approaches and standard single-cell transcriptomics have been valuable in defining various molecular and cellular mechanisms, they do not retain spatial context. As such, they have limited power in resolving tissue heterogeneity and cell-cell interactions. Current spatial transcriptomics platforms offer limited transcriptome coverage and have low throughput, restricting the number of samples that can be analyzed daily or even weekly. While the Digital Spatial Profiling (DSP) method does not provide single-cell resolution, it presents a significant advancement by enabling scalable whole transcriptome and ultrahigh-plex protein analysis from distinct tissue compartments and structures using a single tissue slide. These capabilities overcome significant constraints in biomarker analysis in solid tissue specimens. These advancements in tissue profiling play a crucial role in deepening our understanding of disease biology and in identifying potential therapeutic targets and biomarkers. To enhance the use of spatial biology tools in drug discovery and development, the DSP Scientific Consortium has created best practices guidelines. These guidelines, built on digital spatial profiling data and expertise, offer a practical framework for designing spatial studies and using current and future spatial biology platforms. The aim is to improve tissue analysis in all research areas supporting drug discovery and development.

生物标志物的发现对成功的药物开发至关重要,但通常由于组织样本的有限性而受到阻碍,这些样本通常通过核心针活检获得。标准的'omics'平台会消耗大量的组织样本,迫使科学家不得不牺牲空间环境来进行全基因组检测等高复合检测。虽然大量基因表达方法和标准单细胞转录组学在定义各种分子和细胞机制方面很有价值,但它们不能保留空间背景。因此,它们在解决组织异质性和细胞间相互作用方面的能力有限。目前的空间转录组学平台提供的转录组覆盖范围有限,通量低,限制了每天甚至每周可分析的样本数量。虽然数字空间轮廓分析(DSP)方法不能提供单细胞分辨率,但它利用单张组织切片就能对不同的组织区划和结构进行可扩展的全转录组和超高倍蛋白质分析,是一项重大进步。这些功能克服了实体组织标本生物标记分析中的重大限制。组织图谱分析的这些进步在加深我们对疾病生物学的了解以及确定潜在治疗目标和生物标记物方面发挥着至关重要的作用。为了加强空间生物学工具在药物发现和开发中的应用,DSP 科学联盟制定了最佳实践指南。这些指南以数字空间剖析数据和专业知识为基础,为设计空间研究和使用当前及未来的空间生物学平台提供了一个实用框架。其目的是改进支持药物发现和开发的所有研究领域的组织分析。
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引用次数: 0
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Journal of Histotechnology
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