Modern PathologyPub Date : 2025-01-16DOI: 10.1016/j.modpat.2025.100713
Nehal Atallah , Shorouk Makhlouf , Xingmin Li , Yuan Zhang , Nigel P. Mongan , Emad Rakha
{"title":"Prediction of Response to Anti-HER2 Therapy Using A Multigene Assay","authors":"Nehal Atallah , Shorouk Makhlouf , Xingmin Li , Yuan Zhang , Nigel P. Mongan , Emad Rakha","doi":"10.1016/j.modpat.2025.100713","DOIUrl":"10.1016/j.modpat.2025.100713","url":null,"abstract":"<div><div>HER2-positive breast cancer (BC), which constitutes 13% to 15% of cases, shows variable response to anti-HER2 therapies. HER2 positivity, defined as protein overexpression (immunohistochemistry [IHC] score 3+) or equivocal expression (IHC 2+) with evidence of <em>HER</em>2 gene amplification, determines the eligibility for anti-HER2 therapy. The MammaTyper assay (Cerca Biotech GmbH) is an RT-qPCR BC subtyping platform based on the micro RNA expression of <em>ERBB2</em>, <em>ESR1</em>, <em>PGR</em>, and <em>MKI67.</em> This study aimed to evaluate the accuracy of the MammaTyper assay in predicting the response of HER2-positive patients to therapy. A well-characterized HER2-positive BC cohort of 287 cases diagnosed at Nottingham University hospitals between 2006 and 2018 was included. The cohort was divided into 2 groups: a trastuzumab-treated group (n = 159) and a chemotherapy-only treated group (n = 128). Tumor clinicopathologic characteristics were matched between the 2 groups. Cases with discordant HER2 status were validated through staining of surgical excision specimens. <em>ERBB2</em> micro RNA identified 251/287 (87.5%) cases as HER2-positive, 10.8% (31/287) as HER2 low and 1.7% (5/287) as HER2 negative. According to the MammaTyper assay, <em>ERBB2</em>-positive patients treated with anti-HER2 therapy had significantly prolonged 5-year disease-free survival and distant metastasis-free survival (hazard ratio = 0.56, <em>P</em> = .003 and hazard ratio = 0.62, <em>P</em> = .023, respectively). MammaTyper-defined HER2-enriched subtype showed a better response to anti-HER2 therapy compared with IHC-defined subtypes, with significant differences in both 5-year disease-free survival and BC-specific survival (<em>P</em> = .01 and < .001, respectively). Patients who were <em>ERBB2</em> negative did not show a survival difference between the group of patients who were treated with trastuzumab and those who were treated with chemotherapy only (<em>P</em> > .05). Validation analysis revealed that 11/36 <em>ERBB2</em>-negative cases were IHC 2+/ISH positive with very low level of gene amplification and 25 cases were false classified as HER2-positive using current protocols. Combining the MammaTyper assay with IHC to assess HER2 status improves the identification of HER2-positive patients with BC who would benefit from anti-HER2 therapy.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 4","pages":"Article 100713"},"PeriodicalIF":7.1,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143008520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Modern PathologyPub Date : 2025-01-13DOI: 10.1016/j.modpat.2025.100711
Haukur Einarsson, Rondell P. Graham
{"title":"How Do I Diagnose Fibrolamellar Carcinoma?","authors":"Haukur Einarsson, Rondell P. Graham","doi":"10.1016/j.modpat.2025.100711","DOIUrl":"10.1016/j.modpat.2025.100711","url":null,"abstract":"<div><div>Fibrolamellar carcinoma (FLC) is a unique primary carcinoma of the liver that is characterized by distinct morphologic findings and a recurrent <em>DNAJB1::PRKACA</em> gene fusion. It typically presents in young individuals without underlying liver dysfunction. FLC is difficult to diagnose when based only on morphology, and misdiagnosis is common. Frequent differential diagnoses include conventional hepatocellular carcinoma and intrahepatic cholangiocarcinoma, both of which can show similar morphologic and immunohistochemical features. If based only on molecular analysis, other differential diagnoses have recently emerged, as the <em>DNAJB1::PRKACA</em> fusion has now been reported in cases of intraductal oncocytic papillary neoplasm and intraductal papillary mucinous neoplasm. In this article, we review our diagnostic approach to FLC, which relies on both morphologic and immunohistochemical features, as well as molecular analysis.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 4","pages":"Article 100711"},"PeriodicalIF":7.1,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143008513","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}
Modern PathologyPub Date : 2025-01-11DOI: 10.1016/j.modpat.2025.100710
Do H. Kim, L. Jeffrey Medeiros, Jie Xu, Guilin Tang, Lianqun Qiu, Sa A. Wang, Chi Y. Ok, Wei Wang, C. Cameron Yin, M. James You, Sofia Garces, Pei Lin, Shaoying Li
{"title":"Diffuse Large B-Cell Lymphoma/High-Grade B-Cell Lymphoma With MYC and BCL6 Rearrangements: A Study of 60 Cases","authors":"Do H. Kim, L. Jeffrey Medeiros, Jie Xu, Guilin Tang, Lianqun Qiu, Sa A. Wang, Chi Y. Ok, Wei Wang, C. Cameron Yin, M. James You, Sofia Garces, Pei Lin, Shaoying Li","doi":"10.1016/j.modpat.2025.100710","DOIUrl":"10.1016/j.modpat.2025.100710","url":null,"abstract":"<div><div>Classification of cases of diffuse large B-cell lymphoma (DLBCL)/high-grade B-cell lymphoma (HGBL) with <em>MYC</em> and <em>BCL6</em> rearrangements, referred to here as <em>BCL6</em> double-hit lymphoma (DHL), is controversial. We assessed 60 cases of <em>BCL6</em>-DHL and compared this cohort to 224 cases of DHL with <em>MYC</em> and <em>BCL2</em> rearrangements (<em>BCL2</em>-DHL) and 217 cases of DLBCL not otherwise specified. Compared with the DLBCL cohort, patients with <em>BCL6</em>-DHL had more aggressive clinical features such as frequent extranodal involvement, high-stage disease, a high International Prognostic Index score, and an elevated serum lactate dehydrogenase level (<em>P</em> < .01 for all). Compared with the <em>BCL2</em>-DHL cohort, patients with <em>BCL6</em>-DHL had similarly aggressive clinical features but a lower frequency of germinal center B-cell (GCB) immunophenotype and <em>MYC</em> and <em>BCL2</em> double expression. Patients with <em>BCL6</em>-DHL showed overall survival (OS) intermediate between patients with DLBCL and <em>BCL2</em>-DHL. Following induction with rituximab, cyclophosphamide, doxorubicin, vincristine, and prednisone (R-CHOP) chemotherapy, patients with <em>BCL6</em>-DHL demonstrated poor OS similar to patients with <em>BCL2</em>-DHL and worse OS than that of patients with DLBCL (<em>P</em> = .024). However, among patients who received rituximab, etoposide phosphate, prednisone, vincristine, cyclophosphamide, and doxorubicin (R-EPOCH), there was no significant difference in OS among the 3 groups (<em>P</em> = .146). Gene expression profiling showed that 60% of <em>BCL6</em>-DHL cases had a double-hit (DH)-like signature compared with 10% of DLBCL-GCB and 93% of <em>BCL2</em>-DHL cases. The DH-like signature in <em>BCL6</em>-DHL cases was associated with a GCB immunophenotype. Based on these data, we suggest that <em>BCL6</em>-DHL cases are clinically more aggressive than DLBCL and patients may benefit from a more aggressive therapy than R-CHOP. The data also suggest that <em>BCL6</em>-DHL, as currently defined, is heterogeneous and that neoplasms with a GCB immunophenotype are more likely to have a DH-like signature and behave more aggressively. Last, we suggest that <em>BCL6</em>-DHL cases deserve to be recognized separately in a lymphoma classification to facilitate further understanding of these neoplasms and for optimal patient management.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 5","pages":"Article 100710"},"PeriodicalIF":7.1,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142979417","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}
Modern PathologyPub Date : 2025-01-09DOI: 10.1016/j.modpat.2025.100709
Valentyna Kryklyva , Michael J. Pflüger , Hicham Ouchene , Hanneke Volleberg-Gorissen , Arjen R. Mensenkamp , Marianne A. Jonker , Carlijn van de Water , Iris D. Nagtegaal , Marjolijn J.L. Ligtenberg , Lodewijk A.A. Brosens
{"title":"Germline Pathogenic Variants in Patients with Pancreatic Ductal Adenocarcinoma and Extra-Pancreatic Malignancies: A Nationwide Database Analysis","authors":"Valentyna Kryklyva , Michael J. Pflüger , Hicham Ouchene , Hanneke Volleberg-Gorissen , Arjen R. Mensenkamp , Marianne A. Jonker , Carlijn van de Water , Iris D. Nagtegaal , Marjolijn J.L. Ligtenberg , Lodewijk A.A. Brosens","doi":"10.1016/j.modpat.2025.100709","DOIUrl":"10.1016/j.modpat.2025.100709","url":null,"abstract":"<div><div>Pancreatic ductal adenocarcinoma (PDAC) is a lethal disease. Approximately 10% of affected individuals have an inherited component. Deleterious germline variants increase the lifetime risk for PDAC and are often associated with an elevated risk for extra-pancreatic malignancies. In this study, we aimed to determine the prevalence and impact of germline pathogenic variants (gPVs) in patients with PDAC and extra-pancreatic malignancies. Using tissue samples and longitudinal data from a nationwide pathology database, we identified patients with PDAC and a set of 7 extra-pancreatic malignancies to investigate the presence of gPVs in 25 cancer susceptibility genes with targeted next-generation sequencing. Of 473 patients with PDAC and at least 1 extra-pancreatic malignancy, 75 (16%) had gPVs. These were predominantly in <em>ATM</em> (n = 22), <em>CDKN2A</em> (n = 14), <em>BRCA2</em> (n = 10), or <em>CHEK2</em> (n = 10) genes. The combination of PDAC and ovarian carcinoma carried the highest prevalence of gPVs (4 of 10; 40%), followed by PDAC and melanoma (15 of 53; 28%), and PDAC and gastric cancer (2 of 9; 22%). Patients with PDAC and certain extra-pancreatic malignancies carry a higher burden of gPVs than unselected PDAC cohorts. This is a group that very likely benefits from genetic testing because germline status can have important diagnostic and therapeutic implications for affected individuals and their family members.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 5","pages":"Article 100709"},"PeriodicalIF":7.1,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142965954","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Modern PathologyPub Date : 2025-01-08DOI: 10.1016/j.modpat.2025.100707
Lu Chen , Alice Chen , Natasha Sharma , Pragi Patel , Afua Konadu Addo , Julia Edwin Jeyakumar , Haya Mary Beydoun , Shantel Olivares , David Dittmann , Erica Vormittag-Nocito , Lucas Santana dos Santos , Lawrence Jennings , Pedram Gerami
{"title":"Clinical, Morphologic, and Genomic Differences in Deep-Penetrating Nevi and Deep-Penetrating Nevus-like Melanomas","authors":"Lu Chen , Alice Chen , Natasha Sharma , Pragi Patel , Afua Konadu Addo , Julia Edwin Jeyakumar , Haya Mary Beydoun , Shantel Olivares , David Dittmann , Erica Vormittag-Nocito , Lucas Santana dos Santos , Lawrence Jennings , Pedram Gerami","doi":"10.1016/j.modpat.2025.100707","DOIUrl":"10.1016/j.modpat.2025.100707","url":null,"abstract":"<div><div>Deep-penetrating nevi (DPNs) are characterized by activating mutations in the MAP kinase and Wnt/β-catenin pathways that result in large melanocytes with increased nuclear atypia, cytoplasmic pigmentation, and often mitotic activity. Together with a lack of maturation, this constellation of findings creates challenges for pathologists to distinguish DPN from DPN-like melanoma. To assess the utility of next-generation sequencing (NGS) in resolving this diagnostic dilemma, we performed NGS studies on 35 lesions including 24 DPNs and 11 DPN-like melanomas to characterize the specific genomic differences between the 2 groups and elucidate the genetic events involved in malignant transformation of DPNs. Compared with DPNs, DPN-like melanomas were clinically larger in size (1.1 vs 0.6 cm, <em>P</em> = .02) and on histopathologic examination more frequently showed high-grade nuclear atypia (11/11 vs 9/24; <em>P</em> = .00052), increased mitotic activity (mean 3.9 vs 1.3 per mm<sup>2</sup>; <em>P</em> = .0004), sheet-like growth pattern (5/11 vs 2/24; <em>P</em> = .01), and involvement of the subcutis (4/5 vs 3/13; <em>P</em> = .026). From a genomic standpoint, DPN-like melanomas had a higher tumor mutation burden (mean 37.1 vs 7.8 mutations/megabase; <em>P</em> = .002) than DPNs and more frequently harbored <em>NRAS</em> mutation (3/11 vs 1/24; <em>P</em> = .046), whereas <em>MAP2K1</em> in-frame deletions were only identified in DPNs (0/11 vs 5/24). There was no statistically significant difference in the frequency or type of <em>CTNNB1</em> or <em>APC</em> mutations between the 2 groups. Within progression genes, DPN-like melanomas were more frequently found to have pathogenic variants in <em>TERT</em> promoter (7/11 vs 0/24; <em>P</em> < .00001), <em>CDKN2A</em> (4/11 vs 0/24; <em>P</em> = .0008), and protein subunits of the SWI/SNF complex (7/11 vs 3/24; <em>P</em> = .02) compared with DPNs. Our findings provide a framework for employing NGS in the evaluation of deep-penetrating melanocytic tumors.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 5","pages":"Article 100707"},"PeriodicalIF":7.1,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142965953","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}
Modern PathologyPub Date : 2025-01-07DOI: 10.1016/j.modpat.2025.100706
Rachel E. Fanaroff , Soo-Ryum Yang , Kay See Tan , Prasad S. Adusumilli , Francis Bodd , Anita Bowman , Jason Chang , Michael D. Offin , Allison Reiner , Natasha Rekhtman , Valerie W. Rusch , William D. Travis , Marjorie G. Zauderer , Marc Ladanyi , Jennifer L. Sauter
{"title":"Correlation of Histologic Features with Gene Alterations in Pleural Mesothelioma","authors":"Rachel E. Fanaroff , Soo-Ryum Yang , Kay See Tan , Prasad S. Adusumilli , Francis Bodd , Anita Bowman , Jason Chang , Michael D. Offin , Allison Reiner , Natasha Rekhtman , Valerie W. Rusch , William D. Travis , Marjorie G. Zauderer , Marc Ladanyi , Jennifer L. Sauter","doi":"10.1016/j.modpat.2025.100706","DOIUrl":"10.1016/j.modpat.2025.100706","url":null,"abstract":"<div><div>Histologic features, including architectural patterns, cytologic features, and 2021 World Health Organization nuclear grade have been shown to have prognostic significance in epithelioid diffuse pleural mesothelioma (DPM). Biphasic and sarcomatoid DPM, regardless of morphology, have worse outcomes. These prognostic findings are well established but the correlation of architectural patterns, cytologic features, and nuclear grade with genetic alterations has not been well studied. To investigate relationships between histologic findings and genomic alterations, 128 treatment-naïve DPM specimens (70% epithelioid, 23% biphasic, and 6.3% sarcomatoid) with next-generation sequencing data were retrospectively reviewed. Alterations in <em>BAP1</em> were the most common genomic alteration (n = 62, 48%), followed by <em>CDKN2A</em> (n = 49, 38%) and <em>NF2</em> (n = 38, 30%). <em>NF2</em> alterations were significantly more frequent in biphasic DPM (53% in biphasic vs 25% in sarcomatoid and 22% in epithelioid DPM; <em>P</em> = .005). In epithelioid DPM, <em>TP53</em> alterations were associated with the presence of prognostically unfavorable histology, including micropapillary or solid architecture, pleomorphic features, and high nuclear grade. Tumors with low tumor-infiltrating lymphocytes (TILs) had a higher rate of <em>BAP1</em> alterations than tumors with higher levels of TILs (67% vs 30%; <em>P</em> = .002). The findings of this study enhance our understanding of the relationships among prognostically significant histologic and molecular features of DPM and provide preliminary data to support increased integration of these findings in clinical diagnosis of pleural mesothelioma.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 5","pages":"Article 100706"},"PeriodicalIF":7.1,"publicationDate":"2025-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142951782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Modern PathologyPub Date : 2025-01-07DOI: 10.1016/j.modpat.2025.100708
Qiqi Ye , Timothy Law , Dianna Klippel , Constance Albarracin , Hui Chen , Alejandro Contreras , Qingqing Ding , Lei Huo , Laila Khazai , Lavinia Middleton , Erika Resetkova , Aysegul Sahin , Hongxia Sun , Keith Sweeney , William Fraser Symmans , Yun Wu , Esther Yoon , Savitri Krishnamurthy
{"title":"Prospective and Retrospective Analysis of Whole-Slide Images of Sentinel and Targeted Lymph Node Frozen Sections in Breast Cancer","authors":"Qiqi Ye , Timothy Law , Dianna Klippel , Constance Albarracin , Hui Chen , Alejandro Contreras , Qingqing Ding , Lei Huo , Laila Khazai , Lavinia Middleton , Erika Resetkova , Aysegul Sahin , Hongxia Sun , Keith Sweeney , William Fraser Symmans , Yun Wu , Esther Yoon , Savitri Krishnamurthy","doi":"10.1016/j.modpat.2025.100708","DOIUrl":"10.1016/j.modpat.2025.100708","url":null,"abstract":"<div><div>Different digital modalities are currently available for frozen section (FS) evaluation in surgical pathology practice. However, there are limited studies that demonstrate the potential of whole-slide imaging (WSI) as a robust digital pathology option for FS diagnosis. In the current study, we compared the diagnostic accuracy achieved with WSI to that achieved with light microscopy (LM) for evaluating FSs of axillary sentinel lymph nodes (SLNs) and clipped lymph nodes (LNs) from patients with breast cancer using 2 modalities. Initially, a retrospective analysis evaluated hematoxylin and eosin (H&E)-stained FSs of 109 SLNs using WSI followed by LM after a washout period ranging from 2 to 6 weeks. Subsequently, a prospective analysis assessed FSs of 132 SLNs using LM by the first pathologist, and then H&E-stained FSs were scanned and interpreted remotely in real time by a different pathologist. In the retrospective analysis, the diagnostic accuracy utilizing WSI ranged from 96% to 99% and exhibited similarity to those achieved with LM, ranging from 94% to 99%. Similarly, the prospective analysis also demonstrated comparable diagnostic accuracy between WSI (96.2%) and LM (97%). Pathologists in the retrospective study required an additional 0.8 to 5.4 minutes to render diagnoses using WSI compared with LM (<em>P</em> < .0001). In the prospective study conducted 2 years later, pathologists only took slightly longer to provide WSI FS diagnoses (3.95 minutes) compared with LM (3.51 minutes) (<em>P</em> > .05). In conclusion, our study indicated that WSI-based evaluation showed comparable diagnostic accuracy to LM for assessing LN FSs. Furthermore, the prospective study demonstrated the feasibility of real-time acquisition of high-quality WSIs for remote FS diagnosis of SLNs. These findings substantiate the promising potential of using WSIs of SLNs and clipped LNs in real-time FS evaluation of patients with breast cancer as a standard-of-care in surgical pathology practice.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 4","pages":"Article 100708"},"PeriodicalIF":7.1,"publicationDate":"2025-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142951783","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}
Modern PathologyPub Date : 2025-01-04DOI: 10.1016/j.modpat.2025.100705
Matthew G. Hanna , Liron Pantanowitz , Rajesh Dash , James H. Harrison , Mustafa Deebajah , Joshua Pantanowitz , Hooman H. Rashidi
{"title":"Future of Artificial Intelligence—Machine Learning Trends in Pathology and Medicine","authors":"Matthew G. Hanna , Liron Pantanowitz , Rajesh Dash , James H. Harrison , Mustafa Deebajah , Joshua Pantanowitz , Hooman H. Rashidi","doi":"10.1016/j.modpat.2025.100705","DOIUrl":"10.1016/j.modpat.2025.100705","url":null,"abstract":"<div><div>Artificial intelligence (AI) and machine learning (ML) are transforming the field of medicine. Health care organizations are now starting to establish management strategies for integrating such platforms (AI-ML toolsets) that leverage the computational power of advanced algorithms to analyze data and to provide better insights that ultimately translate to enhanced clinical decision-making and improved patient outcomes. Emerging AI-ML platforms and trends in pathology and medicine are reshaping the field by offering innovative solutions to enhance diagnostic accuracy, operational workflows, clinical decision support, and clinical outcomes. These tools are also increasingly valuable in pathology research in which they contribute to automated image analysis, biomarker discovery, drug development, clinical trials, and productive analytics. Other related trends include the adoption of ML operations for managing models in clinical settings, the application of multimodal and multiagent AI to utilize diverse data sources, expedited translational research, and virtualized education for training and simulation. As the final chapter of our AI educational series, this review article delves into the current adoption, future directions, and transformative potential of AI-ML platforms in pathology and medicine, discussing their applications, benefits, challenges, and future perspectives.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 4","pages":"Article 100705"},"PeriodicalIF":7.1,"publicationDate":"2025-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143163387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Modern PathologyPub Date : 2025-01-03DOI: 10.1016/j.modpat.2024.100688
Hooman H. Rashidi , Joshua Pantanowitz , Matthew G. Hanna , Ahmad P. Tafti , Parth Sanghani , Adam Buchinsky , Brandon Fennell , Mustafa Deebajah , Sarah Wheeler , Thomas Pearce , Ibrahim Abukhiran , Scott Robertson , Octavia Palmer , Mert Gur , Nam K. Tran , Liron Pantanowitz
{"title":"Introduction to Artificial Intelligence and Machine Learning in Pathology and Medicine: Generative and Nongenerative Artificial Intelligence Basics","authors":"Hooman H. Rashidi , Joshua Pantanowitz , Matthew G. Hanna , Ahmad P. Tafti , Parth Sanghani , Adam Buchinsky , Brandon Fennell , Mustafa Deebajah , Sarah Wheeler , Thomas Pearce , Ibrahim Abukhiran , Scott Robertson , Octavia Palmer , Mert Gur , Nam K. Tran , Liron Pantanowitz","doi":"10.1016/j.modpat.2024.100688","DOIUrl":"10.1016/j.modpat.2024.100688","url":null,"abstract":"<div><div>This manuscript serves as an introduction to a comprehensive 7-part review article series on artificial intelligence (AI) and machine learning (ML) and their current and future influence within pathology and medicine. This introductory review provides a comprehensive grasp of this fast-expanding realm and its potential to transform medical diagnosis, workflow, research, and education. Fundamental terminology employed in AI-ML is covered using an extensive dictionary. The article also provides a broad overview of the main domains in the AI-ML field, encompassing both generative and nongenerative (traditional) AI, thereby serving as a primer to the other 6 review articles in this series that describe the details about statistics, regulations, bias, ethical dilemmas, and ML-Ops in AI-ML. The intent of these review articles is to better equip individuals who are or will be working in an AI-enabled health care system.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 4","pages":"Article 100688"},"PeriodicalIF":7.1,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142927611","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Modern PathologyPub Date : 2024-12-25DOI: 10.1016/j.modpat.2024.100702
Yang Zong , Rongrong Huang , Mireille Bitar , Alexandra Drakaki , Liying Zhang , Douglas I. Lin , Huihui Ye
{"title":"Molecular Diversity of Embryonic-Type Neuroectodermal Tumors Arising From Testicular Germ Cell Tumors","authors":"Yang Zong , Rongrong Huang , Mireille Bitar , Alexandra Drakaki , Liying Zhang , Douglas I. Lin , Huihui Ye","doi":"10.1016/j.modpat.2024.100702","DOIUrl":"10.1016/j.modpat.2024.100702","url":null,"abstract":"<div><div>Embryonic-type neuroectodermal tumors (ENTs) arising from testicular germ cell tumors (GCTs) are a relatively common type of somatic transformation in GCTs with poor prognosis and limited therapeutic options, particularly when patients develop disease recurrence or metastasis. Knowledge of key events driving this transformation is limited to the paucity of comprehensive genomic data. We performed a retrospective database search in a Clinical Laboratory Improvement Amendments- and College of American Pathologists-certified laboratory for testicular GCT-derived ENTs that had previously undergone next-generation sequencing-based comprehensive genomic profiling during the course of clinical care. Clinicopathological and genomic data were centrally rereviewed. Here, we report the molecular features of 10 ENTs of testicular GCT origin. All tumors harbored gain of chromosome 12p, often with <em>KRAS</em>, <em>CCND2</em>, and <em>KMD5A</em> coamplification, supporting a germ cell origin. The tumors were microsatellite-stable and exhibited a low tumor mutational burden. Three tumors (30%) exhibited <em>MYCN</em> or <em>MYC</em> amplification with co-occurring inactivation of the p53 pathway via either <em>TP53</em> mutations or <em>MDM2</em> amplification in 2 tumors. Three additional tumors (30%) had activation of the PI3K pathway via <em>PIK3CA</em> and <em>PIK3CG</em> mutations or <em>PIK3C2B</em> amplification; 1 tumor with co-occurring <em>CDK4</em> amplification. Gene rearrangements were detected in 3 tumors (30%), with novel <em>BRD4</em>::<em>MAU2</em> and <em>BCOR</em><em>::</em><em>CLIP2</em> fusions as well as an internal truncating <em>ATRX</em> rearrangement, respectively. In summary, ENTs arising from GCTs are molecularly heterogeneous; however, a large fraction of testicular ENTs could be stratified by 2 distinct sets of genetic alterations, including <em>MYCN/MYC</em> amplification with concurrent suppression of the p53 pathway, and activation of the PI3K pathway with co-occurring <em>CDK4</em> amplification. Moreover, the novel gene fusions identified in a subset of testicular GCT-derived ENTs overlap with molecularly defined tumors of embryonic-type neuroectodermal features in the central nervous system, indicating the potential common driving events for tumorigenesis from different anatomical sites.</div></div>","PeriodicalId":18706,"journal":{"name":"Modern Pathology","volume":"38 4","pages":"Article 100702"},"PeriodicalIF":7.1,"publicationDate":"2024-12-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142896074","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}