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569 citation(s) found for "Guo, Z".

TROPION-Urothelial03: A phase 2/3 study of datopotamab deruxtecan (Dato-DXd) + platinum chemotherapy (CT) vs gemcitabine + platinum CT in participants with locally advanced or metastatic urothelial carcinoma (la/mUC) with progression on or after enfortumab
Galsky, Matthew D., Drakaki, Alexandra, Basu, Arnab, Bedke, Jens, Loriot, Yohann, Kikuchi, Eiji , Guo, Jun, Garmezy, Benjamin, Sridhar, Srikala S, Klauss, G., Lin, Daisy, Liu, Chelsea, Powles, Thomas, Galsky, Matthew D. , Drakaki, Alexandra , McGregor, Bradley A. , Bedke, Jens , Loriot, Yohann , Guo, Jun , Sridhar, Srikala S , Apolo, Andrea B , Powles, Thomas

Journal of Clinical Oncology | March 2, 2026 | Volume: 44 | Issue: 7_suppl | Pages: No page available

10.1200/jco.2026.44.7_suppl.tps890 Get It

TPS890 Background: Although first-line (1L) EV + pembrolizumab has improved outcomes for patients with la/mUC, most experience disease progression, highlighting an unmet need for novel therapies. TROP2 is a glycoprotein highly expressed in several epithelial tumors, including UC. Dato-DXd is a TROP2-directed antibody–drug conjugate comprising an anti-TROP2 monoclonal antibody, a tetrapeptide-based cleavable linker, and a topoisomerase I inhibitor payload (DXd), designed to induce selective tumor-cell death and reduce systemic exposure to the payload. Dato-DXd has demonstrated durable efficacy and a manageable safety profile in patients with la/mUC both as monotherapy (TROPION-PanTumor01 [NCT03401385]) and in combination with immunotherapy (TROPION-PanTumor03 [NCT05489211]). We describe a phase 2/3 trial comparing the efficacy and safety of Dato-DXd + platinum CT (carboplatin or cisplatin) vs gemcitabine + platinum CT in participants with la/mUC with disease progression on or after EV + pembrolizumab. Methods: TROPION-Urothelial03 (NCT07129993) is a global, multicenter, randomized, open-label, phase 2/3 trial. In part A (phase 2), ~60 participants will be randomized 1:1 to receive Dato-DXd 4 or 6 mg/kg + platinum CT. In part B (phase 3), ~570 participants will be randomized 1:1 to receive Dato-DXd at the recommended phase 3 dose (determined using part A data) + platinum CT vs gemcitabine + platinum CT. Randomization in part A is stratified by assignment of platinum CT (carboplatin vs cisplatin), and in part B, by assignment of platinum CT, presence vs absence of liver metastasis at screening, and time to progression on 1L EV + pembrolizumab ( < 6 vs ≥6 months). Study treatment continues until disease progression, unacceptable toxicity, withdrawal of consent, death, loss to follow-up, or other reasons per protocol. Radiographic tumor assessments occur every 6 weeks for 54 weeks, then every 12 weeks. The primary endpoint of part A is objective response rate (ORR) by investigator per Response Evaluation Criteria in Solid Tumours, version 1.1 (RECIST 1.1). The dual primary endpoints of part B are progression-free survival (PFS) by blinded independent central review (BICR) per RECIST 1.1 and overall survival (OS). Secondary endpoints include duration of response by investigator per RECIST 1.1 (part A), and PFS by investigator per RECIST 1.1 and ORR by BICR and investigator per RECIST 1.1 (part B). In part A, ORR will be summarized with 2-sided 95% exact confidence intervals using the Clopper–Pearson method by trial group. In part B, PFS and OS will be compared between trial groups using a log-rank test stratified by randomization stratification factors, with hazard ratios from the stratified Cox regression model. Clinical trial information: NCT07129993 .
Incarceration and Cancer Mortality: Rethinking Structural Determinants of Oncology Outcomes
Yang, Vivienne , Guo, Qianyu , Oladeru, Oluwadamilola T , Oladeru, Oluwadamilola T.

JCO Oncology Practice | February 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1200/op-25-01255 | PMID 41707105 Get It

Abstract PS2-07-09: Epigenetic Imprinting as a Novel Precision Biomarker for Early Breast Cancer and Precancer Diagnosis and Detection
Neisani, M. Abdollahi, Cheng, T., Komforti, M. K., Neisani, Mitra Abdollahi, Guo, Ruifeng , Komforti, Miglena K.

Clinical Cancer Research | February 17, 2026 | Volume: 32 | Issue: 4_Supplement | Pages: PS2-07-09-PS2-07-09

10.1158/1557-3265.sabcs25-ps2-07-09 Get It

Abstract Introduction and rationale: There is a wide-spread urgent need for an objective reproducible diagnostic tool capable of precisely classifying atypical mammary lesions into cancer vs. benign. Current diagnostic methods in pathology rely on routine and highly subjective histomorphologic and immunophenotypic features. Some authors report a 35% error rate in pathologic interpretation of atypical lesions of the breast (Elmore, 2015). Diagnostic variability can drop to the flip-of-the-coin 50%, even amongst expert breast pathologists (Tozbekian, 2017; Samples, 2017) and is largely attributed to the lack of innovative tools to adequately distinguish biologic differences (Allison, 2016), resulting in diagnoses that are described as “murky” and “arbitrary” (Khoury, 2022). Genomic imprinting, a vital epigenetic regulatory mechanism, is critical in mammalian development and tumorigenesis (Barlow, 2014, Murrell, 2006). Typically, imprinted genes exhibit parent-specific allele silencing through differential methylation. However, in cancer, this regulation often breaks down, resulting in the aberrant activation of the typically silenced allele—a phenomenon known as loss of imprinting (LOI) (Jelinic, 2016). LOI is considered one of the earliest molecular changes in cancer development, occurs early in tumorigenesis, making it ideal for identifying precursor lesions. Objectives: We hypothesize loss of imprinting (LOI) can be developed as a diagnostic, predictive and prognostic novel epigenetic marker (Quantitative Chromogenic Imprinted Gene In-Situ Hybridization, QCIGISH) for breast precancerous lesions and cancer detection. Our objective is to initiate a proof of concept for atypical breast lesions with QCIGISH and develop a diagnostic model. Methods: We retrospectively identified benign, atypical, and carcinoma core needle specimens from year 2023 in the Department of Pathology at Mayo Clinic Florida. Inclusion criteria included female patients, ages 18-99, with archived breast material obtained through standard of care (n=20). All diagnoses were ascertained by a breast pathologist (MKK). Following a thorough literature review, we processed the material for in situ hybridization, and pretreated with RNA scope preparation procedure using probes targeting noncoding intronic regions of nascent RNAs (QCIGISH). Based on high Area Under the Receiver Operating Characteristics Curve (AUROC), 2 genes - HM13 and GRB10 were identified as the most promising candidates for classification with QCIGISH. Upon test completion, the detected gene-expression site appeared as a distinct red dot on the slide under the common bright-field microscope. Next, the gene expression signals were counted and further classified as bi-allelic (BAE), multi-allelic (MAE) and total expression (TE). Results: A decision tree model based on BAE, MAE, and TE metrics showed differential signal expression. High MAE was a strong predictor for malignancy. We achieved 100% sensitivity and specificity with the ground truth, thereby initiating proof of concept. Furthermore, one histomorphologically challenging atypical lesion, for which the positive LOI finding accurately classified as ductal carcinoma in situ (DCIS), was confirmed indeed DCIS by ground truth validation on the excision specimen. Conclusion: We have demonstrated a breakthrough molecular biomarker that is fully objective, reproducible, and practical. First of its kind, the innovative QCIGISH has superior performance than the current standard of care in breast cancer diagnostics allowing for single-cell resolution of epigenetic changes. Next, we seek to undergo full model validation. Citation Format: M. Abdollahi Neisani, R. Guo, T. Cheng, M. K. Komforti. Epigenetic Imprinting as a Novel Precision Biomarker for Early Breast Cancer and Precancer Diagnosis and Detection [abstract]. In: Proceedings of the San Antonio Breast Cancer Symposium 2025; 2025 Dec 9-12; San Antonio, TX. Philadelphia (PA): AACR; Clin Cancer Res 2026;32(4 Suppl):Abstract nr PS2-07-09.
Neutrophil-microglia interaction drives motor dysfunction in a neuromyelitis optica model induced by subarachnoid AQP4-IgG
Qi, Fangfang, Lennon, Vanda A. , Zhao, Shunyi, Guo, Yong, Ding, Husheng, Liu, Caiyun, Bartley, Whitney M., Chen, Tingjun, Lucchinetti, Claudia F. , Wu, Long-jun, Wu, Long‐Jun , Guo, Yong , Wu, Long-Jun , Guo, Yong , Qi, Fangfang

Journal of Clinical Investigation | February 10, 2026 | Volume: 136 | Issue: 7 | Pages: No page available

10.1172/jci199706 | PMID 41665955 Get It

Neutrophils and neutrophil extracellular traps (NETs) contribute to early neuromyelitis optica (NMO) histopathology initiated by IgG targeting astrocytic aquaporin-4 (AQP4) water channels. Yet, the mechanisms underlying neutrophil recruitment and their pathogenic roles in disease progression remain unclear. To investigate molecular-cellular events preceding classical complement cascade activation in a mouse NMO model, we continuously infused, via spinal subarachnoid route, a non-complement-activating mouse monoclonal AQP4-IgG. Parenchymal infiltration of netting neutrophils containing C5a ensued with microglial activation and motor impairment but no blood-brain barrier leakage. Motor impairment and neuronal dysfunction both reversed when AQP4-IgG infusion stopped. Two-photon microscopy and electron microscopy–based reconstructions revealed physical interaction of infiltrating neutrophils with microglia. Ablation of either peripheral neutrophils or microglia attenuated the motor deficit, highlighting their synergistic pathogenic roles. Of note, mice lacking complement receptor C5aR1 exhibited reduction in neutrophil infiltration, microglial lysosomal activation, neuronal lipid droplet burden, and motor impairment. Pharmacological inhibition of C5aR1 recapitulated this protection. Immunohistochemical analysis of an NMO patient’s spinal cord revealed disease-associated microglia surrounding motor neurons in nondestructive lesions. Our study identifies neutrophil-derived C5a signaling through microglial C5aR1 as a key early driver of reversible motor neuron dysfunction in the precytolytic phase of NMO.
A Case of Malignant Melanoma With Numerous Wagner–Meissner-Like Bodies
Colbert, Michelle D. , Holder, Katherine , Buonaccorsi, Janeen Noelle, Camilleri, Michael , Geiersbach, Katherine B. , Tekin, Burak , Buonaccorsi, Janeen, Guo, Ruifeng

The American Journal of Dermatopathology | February 6, 2026 | Volume: 48 | Issue: 5 | Pages: 363-366

10.1097/dad.0000000000003240 | PMID 41650288 Get It

Abstract: Melanoma exhibits a broad spectrum of histopathologic variations, including rare forms with neural differentiation. Neurotropism in melanoma encompasses both perineural invasion and neural-like transformation, but the prognostic implications of these features remain uncertain. Although (peri)neural invasion is well documented, true neural differentiation in melanomas is exceedingly rare. In this study, we describe an unusual case of primary cutaneous malignant melanoma exhibiting extensive Wagner–Meissner-like bodies, a feature more commonly associated with benign neural tumors and nevi. In this case, histopathology revealed a dual-component lesion with a neurotized and an epithelioid melanocytic component, both showing PRAME expression and p16 loss. Chromosomal microarray identified heterozygous loss of 9p22.1p13.1 (including CDKN2A / CDKN2B ), and loss of 10q22.2q26.3 (including PTEN ), supporting malignancy. These findings suggest that in this case, Wagner–Meissner-like bodies likely represent neurotization rather than a benign or collision lesion, highlighting the need for integrated histopathologic, immunohistochemical, and molecular analysis in challenging melanocytic neoplasms.
Genome and Transcriptome-Wide Analyses Identify Multiple Candidate Genes and a Significant Polygenic Contribution in Bicuspid Aortic Valve
Thériault, Sébastien , Holdcraft, Jacob A., Sharipova, Dinara , Dębiec, Radosław , Peloso, Gina M., Al‐Kassou, Baravan , Swan, Elena Ashikhmina , Ballotta, Andrea, Björck, Hanna M. , Braund, Peter S. , Corriveau, François, Dagenais, François, Francke, Michael, Gorbatov, Svetlana, Guo, Dongchuan, Habchi, Karam M, Scouarnec, Solena Le , Lichtner, Peter , Nguyen, Thy B., Norris, R., Pibarot, P, Simonet, Floriane, Tm, Sundt, Tessler, Idit , Willer, Cristen J., Wittmann, Susanne, Yang, Bo, Berezovets, Igor, Doppler, S. , Dreßen, Martina, Knoll, Katharina, Puehler, T., Schunkert, H, Bissell, Malenka M. , Bolger, Aidan, Brion, M, Citro, Rodolfo, Deeb, G. Michael, Corte, Alessandro Della, Dina, C., Eriksson, Per, Evangelista, Arturo , Franco-Cereceda, Anders, Gilon, Dan, Hetherington, Simon, Huggins, G S, Krane, Markus , Tourneau, Thierry Le, Limongelli, Giuseppe, Mathieu, P., Messika-Zeitoun, David, Michelena, Hector I., Milewicz, Dianna, Murdock, David R. , Nickenig, G., Nistri, Stefano, Nöthen, M, Samani, Nilesh J. , Schott, J., Webb, Tom R., Abdelilah-Seyfried, Salim, Schumacher, Johannes, Trenkwalder, Teresa , Body, Simon C. , Dina, Christian , Brión, Marı́a , Peloso, Gina M. , Webb, Tom R. , Faucherre, Adèle , Debiec, Radoslaw M , Peloso, Gina M , Al-Kassou, Baravan , Aranki, Sary , Ashikhmina Swan, Elena , Björck, Hanna M , Boureau, Anne Sophie , Braund, Peter S , Folkersen, Lasse , Guo, Dongchuan , Heydarpour, Mahyar , Isselbacher, Eric M , Jopling, Chris , Laporte, Fabien , Le Scouarnec, Solena , Li, Zhonglin , Lichtner, Peter , Maj, Carlo , Manikpurage, Hasanga D , Nguyen, Thy B , Norris, Russell A , Pibarot, Phillippe , Sarubbi, Berardo , Simonet, Floriane , Sundt, Thoralf , Surakka, Ida , Tessler, Idit , Yang, Bo , Doppler, Stefanie A , Dreßen, Martina , Knoll, Katharina , Puehler, Thomas , Schunkert, Heribert , Bissell, Malenka M , Bossé, Yohan , Bossone, Eduardo , Brion, María , Citro, Rodolfo , de Vincentiis, Carlo , Deeb, G Michael , Della Corte, Alessandro , Dina, Christian , Durst, Ronen , Ensminger, Stephan , Eriksson, Per , Evangelista, Arturo , Franco-Cereceda, Anders , Gilon, Dan , Giusti, Betti , Hetherington, Simon L , Huggins, Gordon S , Le Tourneau, Thierry , Limongelli, Giuseppe , Mathieu, Patrick , Messika-Zeitoun, David , Michelena, Hector I , Milewicz, Dianna M , Muehlschlegel, Jochen D , Murdock, David R , Nickenig, Georg , Nistri, Stefano , Nöthen, Markus M , Prakash, Siddharth K , Samani, Nilesh J , Jacques Schott, Jean , Webb, Tom R , Zaffran, Stéphane , Eagle, Kim , Body, Simon C , Holdcraft, Jacob A., Bellino, Michele , Dagenais, François, Forte, Amalia , Frigiola, Alessandro , Guo, Dongchuan , Isselbacher, Eric M. , Nelson, Christopher P. , Ong, Chin Siang , Roychowdhury, Tanmoy , Surakka, Ida , Willer, Cristen J , Aviérinos, Jean-François , Bolger, Aidan P. , Bossé, Yohan , Bossone, Eduardo , Citro, Rodolfo , Deeb, G. Michael , Corte, Alessandro Della , Gilon, Dan, Huggins, Gordon S. , Tourneau, Thierry Le , Mathieu, Patrick , Messika–Zeitoun, David , Nistri, Stefano , Nöthen, Markus M. , Pluchinotta, Francesca Romana , Prakash, Siddharth K. , Schott, Jean‐Jacques , Zaffran, Stéphane , Abdelilah‐Seyfried, Salim , Eagle, Kim A. , Schumacher, Johannes

Circulation | February 6, 2026 | Volume: 153 | Issue: 14 | Pages: 1060-1076

10.1161/circulationaha.125.074752 | PMID 41645906 Get It

BACKGROUND: Bicuspid aortic valve (BAV) is a frequent congenital heart defect with a high heritability. Despite this, only a limited number of genes have been associated with the disease, and the molecular mechanisms remain unexplained in most cases. This study aimed to further understand the genetic architecture of BAV. METHODS: A genome-wide association study meta-analysis including 9631 cases among 65 677 participants was performed. Genes were prioritized using transcriptomic analyses based on RNA sequencing in relevant tissues, including human fetal and adult aortic valves. The impact of the knockdown or knockout of 4 candidate genes on cardiac development was verified in zebrafish. A polygenic risk score was developed, its association with BAV was evaluated in an independent cohort, and its association with a wide range of phenotypes (n=976) was evaluated in UK Biobank (n=355 618 individuals). RESULTS: Thirty-six genomic loci were identified, including 32 that were not described previously. Among the prioritized genes, KANK2 and ERBB4 were identified as potentially causal through transcriptomic analyses, colocalization, and Mendelian randomization based on gene expression in human aortic valves (n=484), whereas PRDM6 and STRN were prioritized using similar analyses from aortic (n=326) and left ventricular tissues (n=326), respectively. Targeting 4 candidate genes ( WNT4 , LEF1 , STRN , and KANK2 ) in zebrafish led to disruption in cardiac development. A polygenic risk score was associated with an odds ratio of 2.07 (95% CI, 1.90–2.25; P =5.43×10 -62 ) per SD for BAV and significantly associated with thoracic aortic aneurysm and atrial fibrillation in UK Biobank. CONCLUSIONS: This study supports a significant polygenic contribution to BAV, where the combination of multiple common variants in genes involved in heart morphogenesis disrupts aortic valve development.
MIF-CD74 signaling drives immune modulation in medulloblastoma
Draper, Benjamin, You, Zhen , Thompson, Dean, Guo, Xu, Morcavallo, Alaide , Pino, Diego Chillón, Nery, Carlos Lorenzo Gido, Shrestha, Sumana , Himsworth, Courtney , Delaidelli, A., Morlando, Sonia , Wade, Brandon, Gordon, Freya , Sanchez-Corrales, Yara, Hopkins, Bei, Monteiro, Natalie, Locke, Darren, Liu, Miao , Diaz, Jacob Torrejon, Greenslade, Kevin , Costa, Barbara Martins Da , Barker, Karen, Fletcher, Anya, Custódia, Carlos , Roque, Rafael , Jackson, Thomas, Barfoot, Regan, Castellano, Sergi , Hill, Rebecca M. , Saulnier, Olivier , Jacques, Thomas S, Faria, Claudia C , Ayrault, Olivier , Sorensen, Poul H., Anderson, John, Chesler, Louis, Huang, L Frank, Clifford, Steven C. , Castellano, Sergi , Jacques, Thomas S , Donovan, Laura K , Draper, Benjamin , Thompson, Dean , Bowers, Chantelle E , Delaidelli, Alberto , Remeniuk, Bethany , Sánchez-Corrales, Yara E. , Hopkins, Bei, Torrejon-Diaz, Jacob, Barker, Karen T. , Kwok, Colin , Ogunbiyi, Olumide Kayode , Richardson, Stacey , Jackson, Thomas John , Jacques, Thomas S. , Taylor, Michael D. , Anderson, John, Chesler, Louis , Huang, L Frank

Neuro-Oncology | February 3, 2026 | Volume: 28 | Issue: 5 | Pages: 1316-1334

10.1093/neuonc/noag020 | PMID 41652893 Get It

Abstract Background Relapsed medulloblastoma remains a significant therapeutic challenge as it is near universally fatal. The tumor microenvironment of medulloblastoma plays a critical role in tumor progression, influencing tumor growth, immune evasion, and therapeutic resistance. We hypothesized that defining tumor-immune interactions in diagnostic and relapsed medulloblastoma may uncover mechanisms of immune evasion and identify novel therapeutic targets. Methods We analyzed paired primary and recurrent RNA-sequencing data from 140 medulloblastoma patients to profile immune cell composition and validate spatial relationships within the TME. To identify key tumor-immune interactions, we developed a novel algorithm to detect receptor-ligand pairs using single-cell RNA-sequencing data. These interactions were validated across RNA and proteomic datasets. Their functional significance was empirically demonstrated in newly developed immunocompetent models of recurrent medulloblastoma that closely recapitulate the human disease. Results We observed a shift toward a heightened immunosuppressive TME at relapse. Using our algorithm, we identified biologically significant receptor-ligand interactions, most notably MIF-CD74, constitutively expressed at RNA and protein levels across medulloblastoma subgroups, at diagnosis and relapse. Disrupting MIF-CD74 interactions led to significant alterations in the tumor microenvironment, highlighting its functional significance. Conclusions Our multifaceted approach identified key tumor-immune interactions in medulloblastoma. Among these, MIF-CD74 was validated as a targetable interaction, demonstrating the utility of our integrative approach for identifying novel therapeutic targets across multiple tumor types.
PTEN-AKT2 Regulates Mixed Lineage Liver Cancer Development and Sensitizes Cancer Cells to TGFβ Treatment
Stiles, Bangyan, Tang, Qi , Slarve, Ielyzaveta, Chen, Jingyu , Zeng, Ni , Gu, Yiwei , He, Lina, Hu, Shunan , Alhousari, Diala, Xu, Zifei, Hua, Brittney , Zhang, G, Alba, Mario , Ji, Baoan , Chopra, Shefali , Kanel, Gary C., Yuan, Liyun, Slarve, Ielyzaveta, Chen, Jingyu, Zeng, Ni , He, Lina, Zhang, Guo , Nguyen, Phillip, Bharadwaj, Ajay, Lee, Jihyeon , Kreimer, Simion D. , Xu, Jian, Lu, Shelly C. , Eyk, Jennifer E. Van , Yuan, Liyun , Stiles, Bangyan L.

No container title available | January 30, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-8697220/v1 | PMID 41646383 Get It

Abstract Primary liver cancers, including hepatocellular carcinoma (HCC) and cholangiocarcinoma (CCA), arise from the neoplastic transformation of hepatocytes and cholangiocytes, respectively. Loss or downregulation of PTEN, a tumor suppressor negatively regulating the PI3K/AKT pathway, is frequently observed in CCA and HCC. Notably, PTEN mutations are observed at nearly twice the frequency in combined CCA-HCC tumors than either HCC or CCA alone. Using lineage-specific liver-targeted PTEN-deficient mouse models, we demonstrate that PTEN loss drives cellular dedifferentiation and tumorigenesis, a process that is critically dependent on AKT2. Mechanistically, PTEN deficiency induces activation of NOTCH and upregulation of transcriptional factor SOX9, which plays a central role in tumor cell transformation. In parallel, PTEN loss increases SMAD4 expression and sensitizes the tumor cells to TGFβ signaling, with TGFβ treatment repressing SOX9 expression in tumor cells lacking PTEN. Together, our study defined a critical role for PTEN-AKT2 signaling in maintaining liver epithelial lineage fidelity and revealed how its disruption promotes the conversion of mature hepatocytes or cholangiocytes into liver cancer stem-like cells (LCSCs). Furthermore, we identify a PTEN-dependent crosstalk between NOTCH and TGFβ pathways that governs liver tumor development. Together, this work provides mechanistic insight into lineage plasticity in liver cancer with implications for pathway-directed therapy.
A human-in-the-loop explanation framework for morphologically transparent AI predictions from whole-slide images
Lou, Peiliang , Zhu, Yitan , Kumari, Roopa, Yang, William , Wang, Y. Claire , Guo, Ruifemg, Goode, Ellen, Huang, Yajue, Han, Wenchao, Feng, Tianshu , Wang, Chen, Zhu, Yitan , Chia, Nicholas , Yang, William, Wang, Yan, Novotny, Brenna C. , Winham, Stacey J. , Goode, Ellen L. , Han, Wenchao, Wang, Chen

No container title available | January 30, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.01.27.701796 Get It

Abstract Deep learning models enable the prediction of clinical endpoints from whole-slide images (WSIs), but many such models function as “black boxes”, lacking transparency about whether and which histomorphological patterns drive their predictions, hindering interpretability and clinical adoption. Here we propose a human-in-the-loop explanation framework, MorphoXAI, which provides both local and global interpretability for deep learning models by incorporating human-expert interpretations. At the global level, it reveals the histomorphological patterns on which the model consistently relies to distinguish between classes of WSIs, as well as the patterns associated with confusion between classes. At the local level, it indicates which of these patterns are used in the prediction of an individual WSI and which regions within the slide correspond to such patterns. We validated our method on a deep learning model trained for ovarian tumor histologic subtype prediction. The results show that our framework generates explanations that accurately reflect the histomorphology underlying the model’s predictions at both global and local levels. For interpretability and clinical utility in diagnostic contexts, human evaluation results showed that our explanations were easy to interpret, rich in diagnostic features, and directly helpful for diagnostic decision-making, thereby enhancing pathologist-AI collaboration. Our work highlights that unifying global and local explanations and grounding them in expert-interpreted morphology enhances the interpretability and verifiability of deep learning models, thereby facilitating the transparent deployment of such models in clinical practice.
Abstract WP127: Sex-Specific Differences in Presentation and Outcomes after Cervical Artery Dissection
Sidebottom, Christian, Omran, Setareh Salehi , Yaghi, Shadi, Shu, Ligi, Lee, Conner, Crandell, Ross, Lester, Evan, Henninger, Nils, Katheryna, Antonenko, Khan, Muhib, Mallick, Dania, Rothstein, Aaron, Khazaal, Ossama , Engelter, Stefan T, Traenka, Christopher , Gandhi, Preet , Metanis, Issa, Leker, Ronen, Renneberg, Regina Von, Guo, Xiaofan, Ghannam, Malik, AlMajali, Mohammad, Samaniego, Edgar A., Fonseca, Ana, Cruz, Diana , Romoli, Michele, Keser, Zafer, Marialuisa, Zedde, Bakradze, Ekaterina, Velez, Faddi Saleh, Penckofer, Mary , Siegler, J, Zubair, Adeel , Marto, Joao Pedro, Klein, Piers, Nguyen, Thanh N., Khasiyev, Farid, Elnazeir, Marwa , Elangovan, Cheran, Krishnaiah, Balaji , Henninger, Nils , Henninger, Nils , Muppa, Jayachandra , Gunduz, Muhammed Enes , Heldner, Mirjam R. , Nehme, Ahmad , Khan, Muhib , Rothstein, Aaron , Kaufmann, Josefin E. , Engelter, Stefan T. , Metanis, Issa , Leker, Ronen R , Shahripour, Reza Bavarsad , Ghannam, Malik , Samaniego, Edgar A , Cruz, Diana, Romoli, Michele , Keser, Zafer , Grory, Brian Mac , Bakradze, Ekaterina , Velez, Faddi G. Saleh , Siegler, James E. , Willey, Joshua , Marto, João Pedro , Klein, Piers , Nguyen, Thanh N. , Simpkins, Alexis N. , Elangovan, Cheran

Stroke | January 29, 2026 | Volume: 57 | Issue: Suppl_1 | Pages: No page available

10.1161/str.57.suppl_1.wp127 Get It

Background and Objectives: Cervical artery dissection (CeAD) is a leading cause of ischemic stroke in younger adults, yet sex-specific variations in its clinical presentation, imaging characteristics, and outcomes remain underexplored. We aimed to evaluate these differences using data from a large, multicenter registry. Methods: We analyzed data from the STOP-CAD registry, which includes patients with radiologically confirmed non-traumatic CeAD enrolled between 2015 and 2021 across multiple centers. Clinical and imaging characteristics were compared between men and women using multivariable logistic regression. Outcomes assessed included ischemic stroke recurrence at 180 days, excellent functional outcome (modified Rankin Scale [mRS] 0–1) at 90 days, symptomatic intracerebral hemorrhage (sICH), and mortality. Results: Among 4,023 patients with CeAD, 1,783 (44.6%) were women. Compared to men, women were younger (median age: 42 vs 50 years), more likely to have a history of migraine (26.9% vs 8.3%) and connective tissue disorders (14.3% vs 5.8%), and presented more frequently with non-ischemic symptoms such as headache, neck pain, or tinnitus (adjusted OR [aOR] 2.0; 95% CI, 1.8–2.3; p<0.001). Women had significantly higher odds of vertebral artery dissection (OR, 1.3; 95% CI, 1.2-1.5; p<0.001), multivessel involvement (OR, 2.1; 95% CI, 1.7-2.5; p<0.001), and pseudoaneurysm formation (OR, 1.3; 95% CI, 1.1-1.6; p=0.003). Despite these differences, there was no significant sex-based difference in key clinical outcomes: excellent functional recovery at 90 days (OR 0.94; 95% CI 0.76-1.15 p=0.542), ischemic stroke recurrence at 180 days (OR 0.56 CI 0.23-1.3 p=0.213), or mortality (OR 0.83; 95% CI 0.47-1.48, p=0.529). Conclusion: In this large international cohort, we observed women with CeAD were younger, more likely to present with non-ischemic symptoms with distinct imaging features. These underscore the need for heightened clinical suspicion of CeAD in women presenting with atypical symptoms, even in the absence of ischemic deficits or conventional vascular risk factors, and suggest that sex-specific phenotyping may enhance diagnostic accuracy and early management.