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Spatially Resolved Single-Cell Transcriptome Analysis of Mycosis Fungoides Reveals Distinct Biomarkers GNLY and FYB1 Compared With Psoriasis and Chronic Spongiotic Dermatitis. 对真菌病的空间分辨单细胞转录组分析显示,与银屑病和慢性海绵状皮炎相比,GNLY 和 FYB1 是独特的生物标记物。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-12-14 DOI: 10.1016/j.modpat.2024.100681
Joon Min Jung, Chong Hyun Won, Sung Eun Chang, Mi Woo Lee, Woo Jin Lee

Early mycosis fungoides (MF) and inflammatory dermatoses including psoriasis and chronic spongiotic dermatitis are often difficult to differentiate. We explored diagnostic markers differentiating MF from psoriasis and chronic spongiotic dermatitis via spatially resolved single-cell transcriptome analysis. Single-cell transcriptomics of intraepidermal T cells of MF patches, psoriasis, and chronic spongiotic dermatitis were analyzed using CosMx spatial molecular imager utilizing surface markers, including CD3 and CD4. An immunohistochemical study with potential markers was performed to verify clinical utility. Compared with psoriasis and chronic spongiotic dermatitis, 41 upregulated differentially expressed genes (DEGs) in MF were associated with the T-cell receptor (TCR) signaling pathway and apoptosis regulation. Protein-protein interaction network analysis of these DEGs revealed a main cluster associated with TCR signaling. Pathway enrichment analysis showed that apoptosis, Th17 cell differentiation, and TCR signaling pathways were enriched in MF. GNLY and FYB1, DEGs with the highest fold-change values, were selected as potential diagnostic biomarkers for MF. For immunohistochemistry, biopsy specimens from 150 patients diagnosed with patch MF with CD4+ immunophenotype (n = 56), psoriasis (n = 48), and chronic eczema (n = 46) were included. The sensitivity and specificity of granulysin (GNLY) for distinguishing MF and psoriasis/chronic spongiotic dermatitis were 67.9% and 93.6%, respectively. For FYN-binding protein 1 (FYB1), those values were 73.2% and 69.2%, respectively. The area under the receiver operating characteristic curve values of GNLY and FYB1 were 0.86 and 0.79, respectively. In conclusion, granulysin and FYB1 can be promising diagnostic biomarkers for differentiating early-stage MF from psoriasis and chronic spongiotic dermatitis.

早期蕈样真菌病(MF)和炎性皮肤病(包括牛皮癣和慢性海绵性皮炎)通常难以区分。我们通过单细胞转录组分析探索了MF与牛皮癣和慢性海绵性皮炎的诊断标记。应用CosMxTM空间分子成像仪利用CD3和CD4等表面标记物分析MF斑块、银屑病和慢性海绵性皮炎表皮内T细胞的单细胞转录组学。对潜在标记物进行了免疫组织化学研究,以验证其临床应用。与银屑病和慢性海绵性皮炎相比,MF中41个差异表达基因(DEGs)上调与t细胞受体(TCR)信号通路和细胞凋亡调控相关。这些deg的蛋白-蛋白相互作用网络分析揭示了一个与TCR信号相关的主要簇。通路富集分析显示,MF中凋亡、Th17细胞分化和TCR信号通路富集。选择具有最高倍数变化值的deg GNLY和FYB1作为MF的潜在诊断生物标志物。在免疫组织化学方面,纳入了150例诊断为CD4+免疫表型贴片MF (n = 56)、牛皮癣(n = 48)和慢性湿疹(n = 46)患者的活检标本。GNLY鉴别MF与银屑病/慢性海绵性皮炎的敏感性和特异性分别为67.9%和93.6%。对于FYB1,这些值分别为73.2%和69.2%。GNLY和FYB1的AUC值分别为0.86和0.79。总之,GNLY和FYB1可以作为早期MF与银屑病和慢性海绵性皮炎鉴别的有希望的诊断生物标志物。
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引用次数: 0
Genomic and Transcriptomic Analysis of Ameloblastoma Reveals Distinct Molecularly Aggressive Phenotypes. 绒母细胞瘤的基因组和转录组分析揭示了不同的分子侵袭表型。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-12-14 DOI: 10.1016/j.modpat.2024.100682
Constanza Marín-Márquez, Akinyele O Adisa, Sven E Niklander, Janine Kirby, Keith D Hunter

Ameloblastoma (AM) is a benign but locally infiltrative epithelial odontogenic neoplasm of the jawbones that may reach grotesque proportions and be highly recurrent if inadequately removed. The BRAFV600E mutation has been demonstrated as a key molecular event in its development; nevertheless, there are many queries about its etiopathogenesis, which are yet to be answered. In this study, we aimed to integrate the results from whole-exome sequencing (WES) and RNA sequencing in AM samples to identify novel candidate genes that may be relevant to its pathogenesis. Thirteen-matched tumors were subjected to WES and RNA-seq, respectively, to detect gene mutations and gene expression profiles, along with the presence of gene fusions. Mutations were validated using Sanger sequencing, whereas transcriptome results were validated using qPCR. The results from both molecular techniques were merged in order to identify novel candidate genes that were biologically validated with immunohistochemistry. BRAFV600E mutation was present in 62% of the analyzed cases, and each AM presented at least 2 or 3 mutations affecting cancer-driver genes. RNA-seq showed different molecular subgroups associated with an aggressive and cancer-related phenotype (epithelial-mesenchymal transition and KRAS gene sets). No gene fusions were detected among the cases. CDH11 and TGM2, novel genes associated with epithelial-mesenchymal transition in AM, were selected and validated in tissues. Both WES and RNA-seq results showed gene alterations related to proliferation, cell differentiation, and metabolic processes. These results show that AM shares many of the hallmarks of cancer secondary to the presence of oncogenic mutations or activation of oncogenic signaling pathways.

釉母细胞瘤(Ameloblastoma,AM)是一种良性但局部浸润性的颌骨上皮性牙本质肿瘤,如果切除不彻底,可能会发展到非常怪异的程度,而且极易复发。BRAFV600E 基因突变已被证实是其发展过程中的关键分子事件,然而,有关其发病机制的许多疑问仍有待解答。在本研究中,我们旨在整合 AM 样本中全外显子组测序(WES)和 RNA 测序的结果,以确定可能与其发病机制相关的新型候选基因。我们对13个匹配的肿瘤分别进行了WES和RNAseq分析,以检测基因突变和基因表达谱,以及是否存在基因融合。基因突变通过桑格测序验证,而转录组结果则通过 qPCR 验证。两种分子技术的结果合并在一起,以确定新的候选基因,并通过免疫组化进行生物学验证。62%的分析病例存在 BRAFV600E 突变,每个 AM 至少有两个或三个影响癌症驱动基因的突变。RNAseq显示了与侵袭性和癌症相关表型(上皮-间质转化-EMT和KRAS基因组)相关的不同分子亚群。病例中未检测到基因融合。CDH11和TGM2是与AM的EMT相关的新基因,它们被选中并在组织中得到验证。WES和RNAseq结果都显示了与增殖、细胞分化和代谢过程有关的基因改变。这些结果表明,由于存在致癌基因突变或激活了致癌信号通路,AM 具有许多癌症的特征。
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引用次数: 0
Characterizing Nodal Gamma-Delta T-Cell Lymphoma: Clinicopathological and Molecular Insights. 结节性 Gamma-Delta T 细胞淋巴瘤的特征:临床病理学和分子洞察力。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-12-14 DOI: 10.1016/j.modpat.2024.100685
Ming Liang Oon, Jing Quan Lim, Jan Bosch-Schips, Fina Climent, Rex K H Au-Yeung, Bailey Hutchison, Aliyah R Sohani, Ozgur Can Eren, Jyoti Kumar, Ahmet Dogan, Choon-Kiat Ong, Leticia Quintanilla-Martinez, Siok-Bian Ng

Peripheral T-cell lymphomas with gamma-delta phenotype (GDTCL) are rare lymphoid malignancies. Beyond the well-recognized entities of extranodal lymphomas with gamma-delta phenotype as defined by the fifth edition of the World Health Organization Classification of Hematolymphoid Tumors and 2022 International Consensus Classification, there is a group of poorly defined gamma-delta T-cell lymphomas with predominantly nodal presentation, termed as nodal GDTCL (nGDTCL). In this study, we present a series of 12 cases of Epstein-Barr virus-negative nGDTCL, highlighting the clinical, histopathological, and molecular features of this rare entity. Seven cases reported in the literature were included in the analysis. Of the 12 cases, nGDTCL shows an increased incidence in elderly men, with a median age of 65.5 years. All cases presented primarily with enlarged lymph nodes, and 4 cases (4/12, 33.3%) showed involvement of extranodal sites, including skin, liver, spleen, and bone marrow. Histologically, 9 cases showed a diffuse and monomorphic proliferation of mostly medium-to-large lymphoid cells, whereas 3 cases demonstrated lymphoepithelioid morphology. All cases (12/12, 100%) were positive for CD3 and TCRγδ. CD4, CD8, and CD56 were positive in 66.7% (8/12), 25% (3/12), and 8.3% (1/11) of cases, respectively. Most cases (8/12, 66.7%) showed a noncytotoxic phenotype. Using immunohistochemistry, the majority of cases (6/8, 75.0%) belonged to the peripheral T-cell lymphoma-GATA3 subtype with GATA3 and/or CCR4 expression and a noncytotoxic CD4-positive phenotype. Two cases (2/8, 25%) belonged to the peripheral T-cell lymphoma-TBX21 subtype, of which 1 displayed a cytotoxic CD8-positive phenotype. Next-generation sequencing was performed in 9 cases, and TP53 mutation was detected in 66.7% (6/9) of the cases. Mutations of ATM and KSR2 were identified in 2 cases each. It remains uncertain whether nGDTCL represents a distinct entity, and further studies are needed for better characterization. Nonetheless, nodal-based GDTCL should be distinguished from secondary nodal involvement by other extranodal GDTCL and Epstein-Barr virus-positive T/NK-cell lymphoproliferative diseases.

具有γ-δ表型的外周T细胞淋巴瘤(GDTCL)是一种罕见的淋巴恶性肿瘤。除了第五版《世界卫生组织血淋巴肿瘤分类》(WHO Classification of Hematolymphoid Tumors)和2022年《国际共识分类》(International Consensus Classification)所定义的具有γ-δ表型的结外淋巴瘤实体外,还有一组定义不清的γ-δT细胞淋巴瘤,主要表现为结节性淋巴瘤,被称为结节性GDTCL(nodal GDTCL)。在本研究中,我们展示了一系列 12 例 EBV 阴性 nGDTCL 病例,重点介绍了这一罕见实体的临床、组织病理学和分子特征。文献中报道的 7 例病例被纳入分析。在这 12 个病例中,nGDTCL 在老年男性中的发病率较高,中位年龄为 65.5 岁。所有病例主要表现为淋巴结肿大,4 例(4/12;33.3%)表现为结外部位受累,包括皮肤、肝脏、脾脏和骨髓。组织学上,9 例病例表现为弥漫性单形增生,大部分为中型至大型淋巴细胞,3 例病例表现为淋巴上皮样形态。所有病例(12/12,100%)的 CD3 和 TCRγδ 均呈阳性。CD4、CD8和CD56阳性的病例分别占66.7%(8/12)、25%(3/12)和8.3%(1/11)。大多数病例(8/12,66.7%)表现为非细胞毒性表型。通过免疫组化,大多数病例(6/8,75.0%)属于PTCL-GATA3亚型,具有GATA3和/或CCR4表达和非细胞毒性CD4阳性表型。2例(2/8,25%)属于PTCL-TBX21亚型,其中1例表现为细胞毒性CD8阳性表型。对9个病例进行了新一代测序,66.7%的病例(6/9)检测到TP53突变。ATM和KSR2基因突变各占2例。目前仍不能确定 nGDTCL 是否是一个独特的实体,需要进一步研究以更好地确定其特征。不过,结节型 GDTCL 应与其他结节外 GDTCL 和 EBV 阳性 T/NK 细胞淋巴组织增生性疾病继发的结节受累相鉴别。
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引用次数: 0
Frequency and Consequences of Immune Checkpoint Inhibitor-Associated Inflammatory Changes in Different Organs: An Autopsy Study Over 13 -Years. 不同器官中与免疫检查点抑制剂相关的炎症变化的频率和后果:一项历时 13 年的尸检研究。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-12-14 DOI: 10.1016/j.modpat.2024.100683
Umberto Maccio, Andreas Wicki, Frank Ruschitzka, Felix Beuschlein, Sibylle Wolleb, Zsuzsanna Varga, Holger Moch

Although immune checkpoint inhibitors (ICIs) have revolutionized modern oncology, they are also associated with immune-related adverse events (irAEs). Previous histopathologic descriptions of organ-related inflammatory changes do not consider systemic effects of ICIs, because of the absence of comprehensive autopsy studies. We performed a retrospective study on 42 whole-body autopsies of patients treated with ICIs from January 2011 to March 2024 to determine the frequency, organ distribution, and morphology of ICI-associated inflammatory changes as well as their clinical relevance. Twenty-three of 42 (54.8%) patients presented irAEs with inflammatory changes in at least one organ. Most frequent irAEs were ICI-related hypophysitis (N = 12; 28.6%), myocarditis (N = 8; 19.0%), pneumonitis (N = 5; 11.9%), hepatitis (N = 6; 14.3%), and adrenalitis (N = 5; 11.9%). ICI-related inflammation was mainly characterized by lymphohistiocytic and macrophage-rich tissue infiltrates, whereas a granulomatous "sarcoid-like" reaction was observed in 1 patient. Cause of death was attributable to ICI therapy in 7 (16.7%) patients, with ICI-associated myocarditis as the most common cause of death (N = 5; 71.4%). Clinically, irAEs were unsuspected in 5 of 7 ICI-related deaths (71.4%). Among irAEs, myocarditis has been clinically undiagnosed in 5 out of 8 cases (62.5%). Encephalitis was identified only at autopsy in all cases (N = 2). Hypophysitis was clinically unsuspected in 8 of 12 (66.7%) cases. Patients who died from irAEs developed more frequently a complete tumor regression than patients who died from other causes (P = .018). Of note, ICI-related myocarditis and pneumonitis were both associated with a systemic occurrence irAEs. Our study demonstrates that some irAEs, especially myocarditis, hypophysitis, and encephalitis, are clinically underdiagnosed. Autopsy remains a valuable tool to monitor diagnostic accuracy and therapeutic side effects in patients who died under ICI therapy.

虽然免疫检查点抑制剂(ICIs)给现代肿瘤学带来了革命性的变化,但它们也与免疫相关不良事件(irAEs)有关。由于缺乏全面的尸检研究,以往对器官相关炎症变化的组织病理学描述并未考虑 ICIs 的全身效应。我们对 2011 年 1 月至 2024 年 3 月期间接受 ICIs 治疗的 42 例患者的全身尸检进行了回顾性研究,以确定 ICIs 相关炎症变化的频率、器官分布和形态及其临床相关性。42例患者中有23例(54.8%)出现了至少一个器官有炎症变化的虹膜AEs。最常见的虹膜AE是ICI相关的肾上腺皮质功能减退症(12例,28.6%)、心肌炎(8例,19.0%)、肺炎(5例,11.9%)、肝炎(6例,14.3%)和肾上腺炎(5例,11.9%)。与 ICI 相关的炎症主要表现为富含淋巴组织细胞和巨噬细胞的组织浸润,而在一名患者中观察到肉芽肿性 "类肉芽肿 "反应。7例患者(16.7%)的死因与ICIs治疗有关,其中ICIs相关性心肌炎是最常见的死因(5例,71.4%)。临床上,在 7 例 ICIs 相关死亡病例中,有 5 例(71.4%)未发现虹膜急性心肌梗死(irAEs)。在虹膜AE中,8例中有5例(62.5%)临床未确诊为心肌炎。所有病例(2 例)均在尸检时才发现脑炎。在 12 例病例中,有 8 例(66.7%)未被临床诊断为肾下垂。与死于其他原因的患者相比,死于irAEs的患者肿瘤完全消退的比例更高(P=0.018)。值得注意的是,与 ICIs 相关的心肌炎和肺炎都与全身性发生的虹膜急性放射损伤有关。我们的研究表明,一些虹膜AEs,尤其是心肌炎、肾上腺皮质功能减退症和脑炎在临床上诊断不足。尸检仍是监测 ICIs 治疗死亡患者诊断准确性和治疗副作用的重要工具。
{"title":"Frequency and Consequences of Immune Checkpoint Inhibitor-Associated Inflammatory Changes in Different Organs: An Autopsy Study Over 13 -Years.","authors":"Umberto Maccio, Andreas Wicki, Frank Ruschitzka, Felix Beuschlein, Sibylle Wolleb, Zsuzsanna Varga, Holger Moch","doi":"10.1016/j.modpat.2024.100683","DOIUrl":"10.1016/j.modpat.2024.100683","url":null,"abstract":"<p><p>Although immune checkpoint inhibitors (ICIs) have revolutionized modern oncology, they are also associated with immune-related adverse events (irAEs). Previous histopathologic descriptions of organ-related inflammatory changes do not consider systemic effects of ICIs, because of the absence of comprehensive autopsy studies. We performed a retrospective study on 42 whole-body autopsies of patients treated with ICIs from January 2011 to March 2024 to determine the frequency, organ distribution, and morphology of ICI-associated inflammatory changes as well as their clinical relevance. Twenty-three of 42 (54.8%) patients presented irAEs with inflammatory changes in at least one organ. Most frequent irAEs were ICI-related hypophysitis (N = 12; 28.6%), myocarditis (N = 8; 19.0%), pneumonitis (N = 5; 11.9%), hepatitis (N = 6; 14.3%), and adrenalitis (N = 5; 11.9%). ICI-related inflammation was mainly characterized by lymphohistiocytic and macrophage-rich tissue infiltrates, whereas a granulomatous \"sarcoid-like\" reaction was observed in 1 patient. Cause of death was attributable to ICI therapy in 7 (16.7%) patients, with ICI-associated myocarditis as the most common cause of death (N = 5; 71.4%). Clinically, irAEs were unsuspected in 5 of 7 ICI-related deaths (71.4%). Among irAEs, myocarditis has been clinically undiagnosed in 5 out of 8 cases (62.5%). Encephalitis was identified only at autopsy in all cases (N = 2). Hypophysitis was clinically unsuspected in 8 of 12 (66.7%) cases. Patients who died from irAEs developed more frequently a complete tumor regression than patients who died from other causes (P = .018). Of note, ICI-related myocarditis and pneumonitis were both associated with a systemic occurrence irAEs. Our study demonstrates that some irAEs, especially myocarditis, hypophysitis, and encephalitis, are clinically underdiagnosed. Autopsy remains a valuable tool to monitor diagnostic accuracy and therapeutic side effects in patients who died under ICI therapy.</p>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":" ","pages":"100683"},"PeriodicalIF":7.1,"publicationDate":"2024-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142829413","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Diagnostic and Prognostic/Therapeutic Significance of Comprehensive Analysis of Bone and Soft Tissue Tumors Using Optical Genome Mapping and Next-Generation Sequencing. 利用光学基因组图谱和新一代测序对骨与软组织肿瘤进行综合分析的诊断和预后/治疗意义。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-12-13 DOI: 10.1016/j.modpat.2024.100684
Jen Ghabrial, Victoria Stinnett, Efrain Ribeiro, Melanie Klausner, Laura Morsberger, Patty Long, William Middlezong, Rena Xian, Christopher Gocke, Ming-Tseh Lin, Lisa Rooper, Ezra Baraban, Pedram Argani, Aparna Pallavajjala, Jaclyn B Murry, John M Gross, Ying S Zou

Detecting somatic structural variants (SVs), copy number variants (CNVs), and mutations in bone and soft tissue tumors is essential for accurately diagnosing, treating, and prognosticating outcomes. Optical genome mapping (OGM) holds promise to yield useful data on SVs and CNVs but requires fresh or snap-frozen tissues. This study aimed to evaluate the clinical utility of data from OGM compared with current standard-of-care cytogenetic testing. We evaluated 60 consecutive specimens from bone and soft tissue tumors using OGM and karyotyping, fluorescence in situ hybridization, gene fusion assays, and deep next-generation sequencing. OGM accurately identified diagnostic SVs/CNVs previously detected by karyotyping and fluorescence in situ hybridization (specificity = 100%). OGM identified diagnostic and pathogenic SVs/CNVs (∼23% of cases) undetected by karyotyping (cryptic/submicroscopic). OGM allowed the detection and further characterization of complex structural rearrangements including chromoanagenesis (27% of cases) and complex 3- to 6-way translocations (15% of cases). In addition to identifying 321 SVs and CNVs among cases with chromoanagenesis events, OGM identified approximately 9 SVs and 12 CNVs per sample. A combination of OGM and deep next-generation sequencing data identified diagnostic, disease-associated, and pathogenic SVs, CNVs, and mutations in ∼98% of the cases. Our cohort contained the most extensive collection of bone and soft tissue tumors profiled by OGM. OGM had excellent concordance with standard-of-care cytogenetic testing, detecting and assigning high-resolution genome-wide genomic abnormalities with higher sensitivity than routine testing. This is the first and largest study to provide insights into the clinical utility of combined OGM and deep sequencing for the pathologic diagnosis and potential prognostication of bone and soft tissue tumors in routine clinical practice.

检测骨与软组织肿瘤中的体细胞结构变异(SV)、拷贝数变异(CNV)和突变对于准确诊断、治疗和预后至关重要。光学基因组图谱(OGM)有望获得有关SV和CNV的有用数据,但需要新鲜或速冻组织。本研究旨在评估光学基因组图谱数据与当前标准细胞遗传学检测相比的临床实用性。我们使用 OGM 和核型分析、FISH、基因融合检测以及深度下一代测序 (NGS) 评估了 60 例连续的骨和软组织肿瘤标本。OGM 能准确鉴定出之前通过核型分析和 FISH 检测出的诊断性 SV/CNV(特异性=100%)。OGM 发现了核型分析未检测到的诊断性和致病性 SV/CNV(23% 的病例)(隐性/亚显微)。OGM 可以检测和进一步鉴定复杂的结构重排,包括染色体变异(27% 的病例)和复杂的 3-6 向易位(15% 的病例)。除了在有染色体发生事件的病例中鉴定出 321 个 SV 和 CNV 外,OGM 还在每个样本中鉴定出约 9 个 SV 和 12 个 CNV。结合 OGM 和深度 NGS 数据,在 98% 的病例中鉴定出了诊断性和致病性 SV、CNV 和突变。我们的队列包含了最广泛的骨与软组织肿瘤样本。OGM与常规细胞遗传学检测具有很好的一致性,它能检测和分配高分辨率的全基因组基因组异常,灵敏度高于常规检测。这是第一项规模最大的研究,它深入揭示了在常规临床实践中,OGM 与深度测序相结合对骨与软组织肿瘤的病理诊断和潜在预后判断的临床实用性。
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引用次数: 0
Nongenerative Artificial Intelligence in Medicine: Advancements and Applications in Supervised and Unsupervised Machine Learning. 医学中的非生成人工智能(AI):有监督和无监督机器学习的进展与应用》。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-12-13 DOI: 10.1016/j.modpat.2024.100680
Liron Pantanowitz, Thomas Pearce, Ibrahim Abukhiran, Matthew Hanna, Sarah Wheeler, T Rinda Soong, Ahmad P Tafti, Joshua Pantanowitz, Ming Y Lu, Faisal Mahmood, Qiangqiang Gu, Hooman H Rashidi

The use of artificial intelligence (AI) within pathology and health care has advanced extensively. We have accordingly witnessed an increased adoption of various AI tools that are transforming our approach to clinical decision support, personalized medicine, predictive analytics, automation, and discovery. The familiar and more reliable AI tools that have been incorporated within health care thus far fall mostly under the nongenerative AI domain, which includes supervised and unsupervised machine learning (ML) techniques. This review article explores how such nongenerative AI methods, rooted in traditional rules-based systems, enhance diagnostic accuracy, efficiency, and consistency within medicine. Key concepts and the application of supervised learning models (ie, classification and regression) such as decision trees, support vector machines, linear and logistic regression, K-nearest neighbor, and neural networks are explained along with the newer landscape of neural network-based nongenerative foundation models. Unsupervised learning techniques, including clustering, dimensionality reduction, and anomaly detection, are also discussed for their roles in uncovering novel disease subtypes or identifying outliers. Technical details related to the application of nongenerative AI algorithms for analyzing whole slide images are also highlighted. The performance, explainability, and reliability of nongenerative AI models essential for clinical decision-making is also reviewed, as well as challenges related to data quality, model interpretability, and risk of data drift. An understanding of which AI-ML models to employ and which shortcomings need to be addressed is imperative to safely and efficiently leverage, integrate, and monitor these traditional AI tools in clinical practice and research.

人工智能(AI)在病理学和医疗保健领域的应用已取得广泛进展。各种人工智能工具的应用也相应增加,这些工具正在改变我们的临床决策支持、个性化医疗、预测分析、自动化和发现方法。迄今为止,医疗领域所采用的熟悉且更可靠的人工智能工具大多属于非生成人工智能领域,其中包括有监督和无监督机器学习(ML)技术。这篇综述文章探讨了这些植根于传统规则系统的非生成式人工智能方法如何提高医疗诊断的准确性、效率和一致性。文章解释了决策树、支持向量机、线性和逻辑回归、K-近邻和神经网络等监督学习模型(即分类和回归)的关键概念和应用,以及基于神经网络的非生成基础模型的最新情况。此外,还讨论了包括聚类、降维和异常检测在内的无监督学习技术在发现新型疾病亚型或识别异常值方面的作用。此外,还重点介绍了应用非生成人工智能算法分析整张切片图像的相关技术细节。此外,还回顾了对临床决策至关重要的非生成式人工智能模型的性能、可解释性和可靠性,以及与数据质量、模型可解释性和数据漂移风险有关的挑战。要在临床实践和研究中安全高效地利用、整合和监控这些传统人工智能工具,就必须了解应采用哪些人工智能-ML 模型以及需要解决哪些不足之处。
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引用次数: 0
OTP, CD44, and Ki-67: A Prognostic Marker Panel for Relapse-Free Survival in Patients with Surgically Resected Pulmonary Carcinoid. OTP、CD44和Ki-67:手术切除肺类癌患者无复发生存的预后标志物。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-12-02 DOI: 10.1016/j.modpat.2024.100677
Laura Moonen, Jules L Derks, Michael A den Bakker, Lisa M Hillen, Robert Jan van Suylen, Jan H von der Thüsen, Lisa M V Lap, Britney J C A Marijnissen, Ronald A Damhuis, Kim M Smits, Esther C van den Broek, Wieneke A Buikhuisen, Anne-Marie C Dingemans, Ernst Jan M Speel

Although most patients with pulmonary carcinoid (PC) can be cured by surgery, relapse may occur until 15 years after resection in up to 10% of patients. This is unpredictable at the outset, necessitating extensive follow-up (FU). We sought to determine whether an immunohistochemical marker panel (OTP, CD44, and Ki-67) could better indicate relapse-free survival (RFS) and increase uniformity among pathologists regarding carcinoid classification. To this purpose, all surgically resected PC (2003-2012) were identified in the Dutch cancer/pathology registry, and a matched relapse vs nonrelapse cohort (ratio 1:2, N = 161) was created. Cases were revised by 4 pathologists and additionally for immunohistochemistry (IHC) markers. The marker panel was applied to the complete population-based cohort (N = 536) to investigate the negative predictive value (NPV) of relapse. Median FU was 86.7 months. WHO classification among pathologists revealed poor overall agreement (mitotic count: 0.380, necrosis: 0.476) compared with IHC markers (Ki-67: 0.917, OTP: 0.984, CD44: 0.976). The mean NPV of all pathologists increased from 0.74 (World Health Organization, WHO) to 0.85 (IHC marker panel). IHC risk stratification of the complete cohort, regardless of subtype, showed a statistically significant difference in RFS between patients with high risk (n = 222) and low risk (n = 314), with an NPV of 95.9%. In conclusion, our results support the use of biomarker-driven FU management for patients with PC as the OTP/CD44/KI-67 marker panel can reliably predict which patients will probably not develop relapse over time and may benefit from a more limited postoperative follow-up. Furthermore, IHC marker assessment by pathologists for PC stratification is superior to traditional WHO typing.

虽然大多数类肺癌(PC)患者可以通过手术治愈,但高达10%的患者可能在切除后15年内复发。这在一开始是不可预测的,需要广泛的随访。我们试图确定免疫组织化学标记面板(OTP, CD44, Ki-67)是否可以提供更好的无复发生存(RFS)指示,并增加病理医师对类癌分类的一致性。为此,所有手术切除的PC(2003-2012)在荷兰癌症/病理登记处被确定,并创建了一个匹配的复发与非复发队列(比例1:2,N=161)。病例由四名病理学家和另外的ihc标记物进行修订。标志物面板应用于完全基于人群的队列(N=536),以研究复发的阴性预测值(NPV)。中位FU为86.7个月。病理学家之间的WHO分类显示总体一致性较差(有丝分裂计数:0.380,坏死:0.476),而IHC标记(Ki-67: 0.917, OTP: 0.984, CD44: 0.976)。所有病理学家的平均NPV从0.74 (WHO)增加到0.85 (IHC标记组)。不考虑亚型的全队列IHC风险分层显示,高风险(n=222)和低风险(n=314)患者的RFS差异具有统计学意义,NPV为95.9%。总之,我们的研究结果支持在PC患者中使用生物标志物驱动的FU管理,因为OTP/CD44/KI-67标志物面板可以可靠地预测哪些患者可能不会随着时间的推移复发,并且可能从更有限的术后随访中受益。此外,病理学家对PC分层的免疫组化标志物评估优于传统的WHO分型。
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引用次数: 0
Location of Fibroblastic Foci: Does the Lesion You Observe Really Suggest Usual Interstitial Pneumonia? 纤维母细胞病灶的位置:你观察到的病变真的提示通常的间质性肺炎吗?
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-11-29 DOI: 10.1016/j.modpat.2024.100675
Hiroyuki Katsuragawa, Hiroaki Ito, Tomohiro Handa, Masatsugu Hamaji, Toshi Menju, Ryo Sakamoto, Hiroshi Date, Hironori Haga, Akihiko Yoshizawa

Fibroblastic foci (FF) are considered important findings of usual interstitial pneumonia (UIP); however, they are not only specific to UIP but also observed in various fibrotic interstitial lung diseases (ILDs). Previous studies have reported the significance of FF comparing UIP with nonspecific interstitial pneumonia (NSIP) or secondary interstitial pneumonia, such as collagen vascular disease-related ILD (CVD-ILD) or fibrotic hypersensitivity pneumonitis (FHP). However, only few studies have mentioned their location, and no reports have shown significant results regarding their location. This study aimed to compare the spatial distribution of FF across various forms of ILDs, based on anatomical location. Among patients who underwent lung transplantation at Kyoto University Hospital between April 1, 2008, and March 31, 2023, those diagnosed with idiopathic pulmonary fibrosis (IPF) (n = 24), idiopathic NSIP (n = 11), CVD-ILD (n = 36), and FHP (n = 12) were included, and 744 slides were obtained. FF were classified into 4 categories: peripheral, such as subpleural/paraseptal; intralobular, along the alveolar wall (aFF); centrilobular (cFF); and distorted or dense fibrotic lesions. The number of total and each location's FF/cm2 were counted, and the percentage of each location's FF was calculated. IPF showed more total FF and peripheral FF than NSIP. FHP had more cFF than CVD (P = .026) and NSIP (P = .018). The dFF was higher in IPF than that in CVD (P = .018) and NSIP (P = .039). The aFF/total FF ratio was higher in CVD than that in FHP (P = .021) and IPF (P < .001). A high cFF/total FF ratio was correlated with FHP versus IPF (P = .032). In conclusion, FF with existing peripheral and distorted/dense fibrosis were more closely related to IPF, whereas cFF were highly correlated with FHP. Moreover, a high aFF/total FF ratio was suggestive of CVD.

纤维母细胞灶(FF)被认为是通常间质性肺炎(UIP)的重要表现;然而,它们不是UIP所特有的,而是在各种纤维化间质性肺疾病(ILDs)中也可以观察到。先前的研究报道了FF与非特异性间质性肺炎(NSIP)或继发性间质性肺炎(如胶原血管病相关间质性肺病(CVD-ILD)或纤维化超敏性肺炎(FHP))比较UIP的意义。然而,只有少数研究提到了它的位置,没有报告显示关于它的位置有显著的结果。本研究旨在根据解剖位置比较不同类型ild中FF的空间分布。在2008年4月1日至2023年3月31日期间在京都大学医院接受肺移植的患者中,包括诊断为特发性肺纤维化(IPF) (n = 24)、特发性NSIP (n = 11)、CVD-ILD (n = 36)和FHP (n = 12)的患者,共获得744张载玻片。FF分为四类:外周性,如胸膜下/隔旁性(pFF);小叶内,沿肺泡壁(aFF);小叶(cFF);扭曲或致密纤维化病变(dFF)。统计总FF数和各位置FF数/cm2,并计算各位置FF的百分比。IPF比NSIP表现出更多的总FF和pFF。FHP的cFF高于CVD (p = 0.026)和NSIP (p = 0.018)。IPF组dFF高于CVD组(p = 0.018)和NSIP组(p = 0.039)。CVD组aFF/总FF高于FHP组(p = 0.021)和IPF组(p < 0.001)。高cFF/总FF与FHP和IPF相关(p = 0.032)。综上所述,存在外周纤维化和扭曲/致密纤维化的FF与IPF更密切相关,而小叶中心型FF与FHP高度相关。此外,高aFF/总FF提示CVD。
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引用次数: 0
POLE-Mutated Uterine Carcinosarcomas: A Clinicopathologic and Molecular Study of 11 Cases. 11例极突变子宫癌肉瘤的临床病理及分子分析。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-11-29 DOI: 10.1016/j.modpat.2024.100676
Phoebe M Hammer, Amir Momeni-Boroujeni, David L Kolin, Leandra Kingsley, Ann Folkins, Rachel L P Geisick, Chandler Ho, Carlos J Suarez, Brooke E Howitt

Uterine carcinosarcomas (UCS) are high-grade biphasic neoplasms with generally poor outcomes. Based on The Cancer Genome Atlas molecular classification of endometrial carcinomas, the majority of UCS are classified as copy-number high/serous-like (p53-abnormal); however, a small subset represent other molecular subtypes, including those that harbor POLE mutations. We identified 11 POLE-mutated (POLEmut) UCS across 3 institutions and assessed the clinical, histopathologic, immunohistochemical, and molecular features of these tumors. POLEmut UCS occurred in adult women (median age, 64 years; range, 48-79 years) and usually presented as The International Federation of Gynecology and Obstetrics 2009 clinical stage IA (n = 4) or IB (n = 3). Almost all tumors were predominantly carcinomatous (n = 10), with most showing endometrioid morphology (n = 7), followed by ambiguous (n = 4) and serous (n = 3) histotypes. By immunohistochemistry, 7 tumors showed aberrant or subclonally aberrant expression of p53, 6 of which harbored pathogenic mutations in TP53 by sequencing. Other frequent mutations included PIK3CA (10/11), PTEN (8/11), RB1 (7/11), ARID1A (7/11), ATM (6/11), PIK3RA (5/11), and FBXW7 (4/11). Two tumors demonstrated loss of mismatch repair protein expression, and 1 had subclonal loss. Heterologous differentiation was uncommon, and only chondrosarcomatous type (n = 2) was observed. Mean and median follow-ups were 24.3 and 14.1 months, respectively (range, 1.4-61.1 months). Ten patients (91%) had no recurrences or death from disease, although 3 of these had follow-up periods <1 year. One patient, with the subclonal POLE variant, presented with stage IV disease and died 1.4 months after surgery. In conclusion, POLEmut UCS demonstrate unique morphologic and immunohistochemical features compared with their p53-abnormal counterparts and may have significant prognostic differences. Our study supports full molecular classification of UCS. We also raise awareness for potentially assessing POLE mutation allele frequency and clonality in consideration of classifying a tumor as POLEmut.

子宫癌肉瘤(UCS)是高级别双相肿瘤,通常预后较差。根据TCGA对子宫内膜癌的分子分类,大多数UCS被分类为拷贝数高/浆液样(p53异常);然而,一小部分代表其他分子亚型,包括那些携带POLE突变的分子亚型。我们在三个机构中鉴定了11例pole突变(POLEmut) UCS,并评估了这些肿瘤的临床、组织病理学、免疫组织化学和分子特征。POLEmut UCS发生于成年女性(中位年龄64岁,范围48 ~ 79岁),通常表现为FIGO(2009)临床分期IA (n= 4)或IB (n=3)。几乎所有肿瘤均以癌性为主(n= 10),多数表现为子宫内膜样形态(n= 7),其次为模糊组织型(n=4)和浆液组织型(n= 3)。免疫组化结果显示,7例肿瘤出现p53异常或亚克隆异常表达,其中6例肿瘤序列显示TP53致病性突变。其他常见突变包括PIK3CA(10/11)、PTEN(8/11)、RB1(7/11)、ARID1A(7/11)、ATM(6/11)、PIK3RA(5/11)和FBXW7(4/11)。两个肿瘤显示失配修复蛋白表达缺失,一个有亚克隆缺失。异源分化不常见,仅观察到软骨肉瘤型(n = 2)。平均随访时间为24.3个月,中位随访时间为14.1个月(1.4 ~ 61.1个月)。10例患者(91%)无复发或疾病死亡,其中3例有随访期
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引用次数: 0
Analysis of ASCL1/NEUROD1/POU2F3/YAP1 Yields Novel Insights for the Diagnosis of Olfactory Neuroblastoma and Identifies Sinonasal Tuft Cell-Like Carcinoma. ASCL1/NEUROD1/POU2F3/YAP1的分析为嗅觉神经母细胞瘤的诊断和鼻窦簇状细胞样癌的鉴定提供了新的见解。
IF 7.1 1区 医学 Q1 PATHOLOGY Pub Date : 2024-11-28 DOI: 10.1016/j.modpat.2024.100674
Christopher A Febres-Aldana, Mahmoud M Elsayad, Maelle Saliba, Umesh Bhanot, Peter Ntiamoah, Anjanie Takeyama, Bibianna M Purgina, Paula A Rodriguez-Urrego, Zlatko Marusic, Antonia Jakovcevic, Deborah J Chute, Lara A Dunn, Ian Ganly, Marc A Cohen, David G Pfister, Ronald A Ghossein, Marina K Baine, Natasha Rekhtman, Snjezana Dogan

The diagnosis and treatment of sinonasal small round epithelial/neuroepithelial malignancies depend on the expression of conventional neuroendocrine markers (NEMs), such as synaptophysin, chromogranin A, INSM1, and CD56/NCAM1. However, these tumors remain diagnostically challenging because of overlapping histologic and immunohistochemical features. The transcriptional regulators ASCL1, NEUROD1, POU2F3, and YAP1 are novel NEM (nNEM) used for the subtyping of small-cell lung cancer (SCLC). Here, we assessed the immunoexpression of nNEM in 76 sinonasal malignancies, including 27 olfactory neuroblastomas (ONB), 14 small-cell neuroendocrine carcinomas (SCNEC), 2 large-cell neuroendocrine carcinomas, 12 sinonasal undifferentiated carcinomas (SNUC), 7 olfactory carcinomas (OC), 11 SWI/SNF-deficient carcinomas, and 3 neuroendocrine tumors. We correlated nNEM expression with the extent of neuroendocrine (NE) differentiation, as defined by averaged conventional NEM expression (NE-high: H-score, ≥150; NE-low: H-score, <150). Dominant NE subtypes were defined by the nNEM with the highest H-score. Coexpression of 2 nNEM with <100 H-score difference defined a codominant NE subtype. NE differentiation positively correlated with NEUROD1 and negatively with YAP1 expression (P < .0001). ONB were NE-high (96%), and all were NEUROD1-dominant/POU2F3-negative/ASCL1-negative (low)/YAP1-negative (low). In contrast to ONB, all OC were NE-low, mostly (71%) codominant subtypes, NEUROD1-low (negative) (100%, P = .0001), and YAP1 high (71%; P = .0001). Most notably, all SNUC were POU2F3-(co)dominant/NEUROD1-negative irrespective of the IDH2 mutations. Sinonasal tumors with high POU2F3 expression showed enrichment for "tuft cell carcinoma" and tuft cell signatures (P = .009). Similar to SCLC, SCNEC was heterogeneous in terms of nNEM expression comprising several molecular subtypes, including ASCL1-(co)dominant (43%) cases. All SWI/SNF-deficient carcinomas were consistently ASCL1/NEUROD1/POU2F3-negative and YAP1-positive. ASCL1/NEUROD1/POU2F3/YAP1 are useful markers in the differential diagnosis of ONB, SNUC, OC, and SWI/SNF-deficient carcinomas. Subsets of SNUC and large-cell neuroendocrine carcinomas may represent tuft cell-like carcinomas, suggesting that the tuft cell could be explored as the cell of origin for these tumors. The therapeutic vulnerabilities associated with POU2F3 expression in SCLC suggest that a similar approach might be considered for POU2F3-positive carcinomas of the sinonasal tract. Given their diagnostic and possible therapeutic relevance, nNEM have the potential to transform the way we approach the diagnosis and management of sinonasal small round epithelial/neuroepithelial malignancies.

鼻小圆上皮/神经上皮恶性肿瘤的诊断和治疗取决于常规神经内分泌标志物(cNEM)的表达,如synaptophysin、chromogranin-A、INSM1和CD56/NCAM1。然而,由于重叠的组织学和免疫组织化学特征,这些肿瘤的诊断仍然具有挑战性。转录调节因子ASLC1、NEUROD1、POU2F3和YAP1是用于小细胞肺癌(SCLC)亚型分型的新型NEM (nNEM)。在此,我们评估了nNEM在76例鼻窦恶性肿瘤中的免疫表达,包括27例嗅觉神经母细胞瘤(ONB)、14例小细胞(SCNEC)和2例大细胞神经内分泌癌(LCNEC)、12例鼻窦未分化癌(SNUC)、7例嗅觉癌(OC)、11例SWI/ snf缺陷癌和3例神经内分泌肿瘤(NET)。我们将nNEM表达与神经内分泌分化程度联系起来,通过平均cNEM表达(ne -高:h评分≥150,ne -低:h评分)来定义
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Modern Pathology
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