首页 > 最新文献

Nature cancer最新文献

英文 中文
Radiopharma pipeline builds ahead of key data 放射性药物管线在关键数据之前建立。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-10-01 DOI: 10.1038/s43018-025-01044-8
Melanie Senior
Investment continues as the field awaits phase 3 readouts for next-generation radioligand therapies in 2026.
投资仍在继续,该领域将在2026年等待下一代放射配体疗法的3期读数。
{"title":"Radiopharma pipeline builds ahead of key data","authors":"Melanie Senior","doi":"10.1038/s43018-025-01044-8","DOIUrl":"10.1038/s43018-025-01044-8","url":null,"abstract":"Investment continues as the field awaits phase 3 readouts for next-generation radioligand therapies in 2026.","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 12","pages":"1905-1908"},"PeriodicalIF":28.5,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145206918","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
SMAD4 induces opposite effects on metastatic growth from pancreatic tumors depending on the organ of residence SMAD4对胰腺肿瘤转移生长的影响取决于居住器官。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-25 DOI: 10.1038/s43018-025-01047-5
Kaloyan M. Tsanov, Francisco M. Barriga, Yu-Jui Ho, Direna Alonso-Curbelo, Geulah Livshits, Sha Tian, Richard P. Koche, Timour Baslan, Janelle Simon, Alexandra N. Wuest, José Reyes, Jin Park, Wei Luan, John E. Wilkinson, Umesh Bhanot, Jordana Ray-Kirton, Ignas Masilionis, Nevenka Dimitrova, Christine A. Iacobuzio-Donahue, Ronan Chaligné, Dana Pe’er, Joan Massagué, Scott W. Lowe
The role of driver gene mutations in sustaining tumor growth at metastatic sites is poorly understood. SMAD4 inactivation is a paradigm of such mutations and a hallmark of pancreatic ductal adenocarcinoma (PDAC). To determine whether metastatic tumors are dependent on SMAD4 inactivation, we developed a mouse model of PDAC that enables spatiotemporal control of Smad4 expression. While Smad4 inactivation in the premalignant pancreas facilitated the formation of primary tumors, Smad4 reactivation in metastatic disease suppressed liver metastases but promoted lung metastases. These divergent effects were underpinned by organ-biased differences in the tumor cells’ chromatin state that emerged in the premalignant pancreas and were distinguished by the dominance of KLF4 versus RUNX1 transcription factors. Our results show how epigenetic states favored by the organ of residence can influence the output of driver mutations in metastatic tumors, which has implications for interpreting tumor genetics and therapeutically targeting metastatic disease. Using mouse pancreatic cancer models, Tsanov et al. show that reactivation of SMAD4 at metastatic sites promotes tumor growth in the lung through RUNX1 but restrains metastatic growth through KLF4 in the liver, influenced by organ-specific epigenetic states.
驱动基因突变在维持转移部位肿瘤生长中的作用尚不清楚。SMAD4失活是这种突变的范例,也是胰腺导管腺癌(PDAC)的标志。为了确定转移性肿瘤是否依赖于SMAD4失活,我们开发了一种PDAC小鼠模型,该模型能够对SMAD4的表达进行时空控制。Smad4在癌前胰腺中的失活促进了原发肿瘤的形成,而Smad4在转移性疾病中的再激活抑制了肝转移,但促进了肺转移。这些不同的影响是由肿瘤细胞染色质状态的器官偏倚差异所支持的,这种差异出现在癌前胰腺中,并通过KLF4与RUNX1转录因子的优势来区分。我们的研究结果表明,居住器官所支持的表观遗传状态如何影响转移性肿瘤中驱动突变的输出,这对解释肿瘤遗传学和治疗转移性疾病具有重要意义。
{"title":"SMAD4 induces opposite effects on metastatic growth from pancreatic tumors depending on the organ of residence","authors":"Kaloyan M. Tsanov, Francisco M. Barriga, Yu-Jui Ho, Direna Alonso-Curbelo, Geulah Livshits, Sha Tian, Richard P. Koche, Timour Baslan, Janelle Simon, Alexandra N. Wuest, José Reyes, Jin Park, Wei Luan, John E. Wilkinson, Umesh Bhanot, Jordana Ray-Kirton, Ignas Masilionis, Nevenka Dimitrova, Christine A. Iacobuzio-Donahue, Ronan Chaligné, Dana Pe’er, Joan Massagué, Scott W. Lowe","doi":"10.1038/s43018-025-01047-5","DOIUrl":"10.1038/s43018-025-01047-5","url":null,"abstract":"The role of driver gene mutations in sustaining tumor growth at metastatic sites is poorly understood. SMAD4 inactivation is a paradigm of such mutations and a hallmark of pancreatic ductal adenocarcinoma (PDAC). To determine whether metastatic tumors are dependent on SMAD4 inactivation, we developed a mouse model of PDAC that enables spatiotemporal control of Smad4 expression. While Smad4 inactivation in the premalignant pancreas facilitated the formation of primary tumors, Smad4 reactivation in metastatic disease suppressed liver metastases but promoted lung metastases. These divergent effects were underpinned by organ-biased differences in the tumor cells’ chromatin state that emerged in the premalignant pancreas and were distinguished by the dominance of KLF4 versus RUNX1 transcription factors. Our results show how epigenetic states favored by the organ of residence can influence the output of driver mutations in metastatic tumors, which has implications for interpreting tumor genetics and therapeutically targeting metastatic disease. Using mouse pancreatic cancer models, Tsanov et al. show that reactivation of SMAD4 at metastatic sites promotes tumor growth in the lung through RUNX1 but restrains metastatic growth through KLF4 in the liver, influenced by organ-specific epigenetic states.","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 11","pages":"1839-1856"},"PeriodicalIF":28.5,"publicationDate":"2025-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.nature.comhttps://www.nature.com/articles/s43018-025-01047-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145149984","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}
引用次数: 0
Evolving landscape of nasopharyngeal carcinoma therapy 鼻咽癌治疗的发展前景。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-19 DOI: 10.1038/s43018-025-01045-7
Kar Wei Chin, Wan-Qin Chong, Boon Cher Goh, Brigette B. Y. Ma
Propelled by a growing understanding of nasopharyngeal carcinoma pathogenesis through elucidation of its genomic and immune landscape, therapy has progressed from radiotherapy alone to combined chemotherapy and immunotherapy. This Clinical Outlook focuses on recent milestones and future directions for patients with nasopharyngeal carcinoma.
通过阐明鼻咽癌的基因组和免疫机制,人们对鼻咽癌的发病机制有了越来越多的了解,治疗已经从单纯放疗发展到化疗和免疫治疗的联合治疗。本临床展望集中于鼻咽癌患者最近的里程碑和未来的方向。
{"title":"Evolving landscape of nasopharyngeal carcinoma therapy","authors":"Kar Wei Chin, Wan-Qin Chong, Boon Cher Goh, Brigette B. Y. Ma","doi":"10.1038/s43018-025-01045-7","DOIUrl":"10.1038/s43018-025-01045-7","url":null,"abstract":"Propelled by a growing understanding of nasopharyngeal carcinoma pathogenesis through elucidation of its genomic and immune landscape, therapy has progressed from radiotherapy alone to combined chemotherapy and immunotherapy. This Clinical Outlook focuses on recent milestones and future directions for patients with nasopharyngeal carcinoma.","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 9","pages":"1480-1482"},"PeriodicalIF":28.5,"publicationDate":"2025-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145092153","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
Key highlights from the ESMO Targeted Anticancer Therapies Asia Congress 2025 ESMO靶向抗癌治疗2025亚洲大会的主要亮点。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-12 DOI: 10.1038/s43018-025-01046-6
Vincenzo Giacco
The ESMO Targeted Anticancer Therapies Asia Congress took place in Hong Kong from 18–20 July 2025. Focusing on innovation, early clinical trials, and regulatory insights, the meeting advanced key discussions shaping the future of cancer research and treatment in the region.
ESMO靶向抗癌治疗亚洲大会于2025年7月18日至20日在香港举行。会议聚焦于创新、早期临床试验和监管见解,推进了塑造该地区癌症研究和治疗未来的关键讨论。
{"title":"Key highlights from the ESMO Targeted Anticancer Therapies Asia Congress 2025","authors":"Vincenzo Giacco","doi":"10.1038/s43018-025-01046-6","DOIUrl":"10.1038/s43018-025-01046-6","url":null,"abstract":"The ESMO Targeted Anticancer Therapies Asia Congress took place in Hong Kong from 18–20 July 2025. Focusing on innovation, early clinical trials, and regulatory insights, the meeting advanced key discussions shaping the future of cancer research and treatment in the region.","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 9","pages":"1488-1489"},"PeriodicalIF":28.5,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145054586","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
Past, present and future of drug conjugates for cancer therapy 癌症治疗药物偶联物的过去、现在和未来。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-11 DOI: 10.1038/s43018-025-01042-w
S. Cazzamalli, E. Puca, D. Neri
Drug conjugates have emerged as promising tumor-targeted cytotoxics with an improved therapeutic index compared to classical chemotherapeutics. Although traditionally based on antibody ligands, high-throughput screening methods, such as peptide display and DNA-encoded chemical libraries, have enabled the isolation of ultra-high-affinity small ligands and the generation of drug conjugates with better tumor-targeting performance. This Perspective examines the history, major clinical milestones and future of drug conjugates for cancer treatment. We also discuss a new wave of combination modalities, linker strategies, and the development of conjugates based on large and small delivery vehicles. Neri and colleagues discuss the development of drug conjugates for cancer therapy, focusing on current and future opportunities to improve tumor-targeting efficacy with small molecule–drug conjugates and combination therapies.
与传统化疗药物相比,药物偶联物已成为有希望的肿瘤靶向细胞毒素,具有改善的治疗指数。虽然传统上基于抗体配体,但高通量筛选方法,如肽展示和dna编码化学文库,已经能够分离出超高亲和力的小配体,并产生具有更好肿瘤靶向性能的药物偶联物。本展望探讨历史,主要的临床里程碑和未来的药物偶联物的癌症治疗。我们还讨论了一种新的组合方式,连接策略,以及基于大型和小型运载工具的共轭物的发展。
{"title":"Past, present and future of drug conjugates for cancer therapy","authors":"S. Cazzamalli, E. Puca, D. Neri","doi":"10.1038/s43018-025-01042-w","DOIUrl":"10.1038/s43018-025-01042-w","url":null,"abstract":"Drug conjugates have emerged as promising tumor-targeted cytotoxics with an improved therapeutic index compared to classical chemotherapeutics. Although traditionally based on antibody ligands, high-throughput screening methods, such as peptide display and DNA-encoded chemical libraries, have enabled the isolation of ultra-high-affinity small ligands and the generation of drug conjugates with better tumor-targeting performance. This Perspective examines the history, major clinical milestones and future of drug conjugates for cancer treatment. We also discuss a new wave of combination modalities, linker strategies, and the development of conjugates based on large and small delivery vehicles. Neri and colleagues discuss the development of drug conjugates for cancer therapy, focusing on current and future opportunities to improve tumor-targeting efficacy with small molecule–drug conjugates and combination therapies.","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 9","pages":"1494-1504"},"PeriodicalIF":28.5,"publicationDate":"2025-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145040771","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
Gut microbiota-derived formate mediates the antitumor benefits of exercise 肠道微生物源甲酸介导运动的抗肿瘤作用。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-10 DOI: 10.1038/s43018-025-01049-3
M. Teresa Villanueva
{"title":"Gut microbiota-derived formate mediates the antitumor benefits of exercise","authors":"M. Teresa Villanueva","doi":"10.1038/s43018-025-01049-3","DOIUrl":"10.1038/s43018-025-01049-3","url":null,"abstract":"","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 9","pages":"1483-1483"},"PeriodicalIF":28.5,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145033698","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
Gut check for CAR T success CAR - T成功的内脏检查。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-10 DOI: 10.1038/s43018-025-01051-9
Gabrielle Brewer
{"title":"Gut check for CAR T success","authors":"Gabrielle Brewer","doi":"10.1038/s43018-025-01051-9","DOIUrl":"10.1038/s43018-025-01051-9","url":null,"abstract":"","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 9","pages":"1484-1484"},"PeriodicalIF":28.5,"publicationDate":"2025-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145033677","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
A sphingolipid-derived paclitaxel nanovesicle for improved cancer therapy 鞘脂衍生的紫杉醇纳米囊泡用于改善癌症治疗。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-04 DOI: 10.1038/s43018-025-01030-0
We developed paclitaxome-2, an optimized version of the sphingomyelin-derived paclitaxel nanovesicle paclitaxome. Leveraging the cationization-enabled transcytosis machinery boosted tumor penetration, and incorporating CD47 ‘self’ peptide masking minimized phagocytosis. Co-delivery of gemcitabine or carboplatin improved therapeutic outcomes in advanced pancreatic cancer and post-surgical triple-negative breast cancer in mouse models.
我们开发了一种优化版本的鞘磷脂衍生的紫杉醇纳米囊泡紫杉醇体。利用阳离子化激活的胞吞机制促进肿瘤渗透,并结合CD47“自我”肽掩蔽最小化吞噬。在小鼠模型中,吉西他滨或卡铂联合给药改善了晚期胰腺癌和术后三阴性乳腺癌的治疗结果。
{"title":"A sphingolipid-derived paclitaxel nanovesicle for improved cancer therapy","authors":"","doi":"10.1038/s43018-025-01030-0","DOIUrl":"10.1038/s43018-025-01030-0","url":null,"abstract":"We developed paclitaxome-2, an optimized version of the sphingomyelin-derived paclitaxel nanovesicle paclitaxome. Leveraging the cationization-enabled transcytosis machinery boosted tumor penetration, and incorporating CD47 ‘self’ peptide masking minimized phagocytosis. Co-delivery of gemcitabine or carboplatin improved therapeutic outcomes in advanced pancreatic cancer and post-surgical triple-negative breast cancer in mouse models.","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 10","pages":"1619-1620"},"PeriodicalIF":28.5,"publicationDate":"2025-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145001031","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
Artificial intelligence for prostate cancer diagnostics 前列腺癌诊断的人工智能。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-02 DOI: 10.1038/s43018-025-01034-w
Antti S. Rannikko
Prostate MRI has emerged as a way to improve accuracy in prostate cancer diagnostics. However, the subjectivity of assessments remains a challenge. New research shows that AI can help in this task and serve as a tool to improve MRI-based prediction of prostate cancer aggressiveness.
前列腺MRI已经成为提高前列腺癌诊断准确性的一种方法。然而,评估的主观性仍然是一个挑战。新的研究表明,人工智能可以帮助完成这项任务,并作为一种工具,改善基于核磁共振成像的前列腺癌侵袭性预测。
{"title":"Artificial intelligence for prostate cancer diagnostics","authors":"Antti S. Rannikko","doi":"10.1038/s43018-025-01034-w","DOIUrl":"10.1038/s43018-025-01034-w","url":null,"abstract":"Prostate MRI has emerged as a way to improve accuracy in prostate cancer diagnostics. However, the subjectivity of assessments remains a challenge. New research shows that AI can help in this task and serve as a tool to improve MRI-based prediction of prostate cancer aggressiveness.","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 10","pages":"1613-1614"},"PeriodicalIF":28.5,"publicationDate":"2025-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144961899","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
An MRI–pathology foundation model for noninvasive diagnosis and grading of prostate cancer 前列腺癌无创诊断和分级的mri病理基础模型。
IF 28.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-09-02 DOI: 10.1038/s43018-025-01041-x
Lizhi Shao, Chao Liang, Ye Yan, Haibin Zhu, Xiaoming Jiang, Meiling Bao, Pan Zang, Xiazi Huang, Hongyu Zhou, Pei Nie, Liang Wang, Jie Li, Shudong Zhang, Shancheng Ren
Prostate cancer is a leading health concern for men, yet current clinical assessments of tumor aggressiveness rely on invasive procedures that often lead to inconsistencies. There remains a critical need for accurate, noninvasive diagnosis and grading methods. Here we developed a foundation model trained on multiparametric magnetic resonance imaging (MRI) and paired pathology data for noninvasive diagnosis and grading of prostate cancer. Our model, MRI-based Predicted Transformer for Prostate Cancer (MRI-PTPCa), was trained under contrastive learning on nearly 1.3 million image–pathology pairs from over 5,500 patients in discovery, modeling, external and prospective cohorts. During real-world testing, prediction of MRI-PTPCa demonstrated consistency with pathology and superior performance (area under the curve above 0.978; grading accuracy 89.1%) compared with clinical measures and other prediction models. This work introduces a scalable, noninvasive approach to prostate cancer diagnosis and grading, offering a robust tool to support clinical decision-making while reducing reliance on biopsies. Shao et al. developed an MRI–pathology-based foundation model to assess the pathology of prostate cancer for diagnosis and grading of tumors. The model is noninvasive and outperforms current pathological assessments.
前列腺癌是男性的主要健康问题,但目前对肿瘤侵袭性的临床评估依赖于侵入性手术,这往往导致不一致。目前仍然迫切需要准确的、无创的诊断和分级方法。在这里,我们开发了一个基于多参数磁共振成像(MRI)和配对病理数据的基础模型,用于前列腺癌的无创诊断和分级。我们的模型,基于mri的前列腺癌预测转换器(MRI-PTPCa),在发现、建模、外部和前瞻性队列中对来自5,500多名患者的近130万图像病理对进行了对比学习训练。在实际测试中,MRI-PTPCa预测与病理一致,且优于临床测量及其他预测模型(曲线下面积大于0.978,分级准确率89.1%)。这项工作引入了一种可扩展的、无创的前列腺癌诊断和分级方法,为支持临床决策提供了一个强大的工具,同时减少了对活检的依赖。
{"title":"An MRI–pathology foundation model for noninvasive diagnosis and grading of prostate cancer","authors":"Lizhi Shao, Chao Liang, Ye Yan, Haibin Zhu, Xiaoming Jiang, Meiling Bao, Pan Zang, Xiazi Huang, Hongyu Zhou, Pei Nie, Liang Wang, Jie Li, Shudong Zhang, Shancheng Ren","doi":"10.1038/s43018-025-01041-x","DOIUrl":"10.1038/s43018-025-01041-x","url":null,"abstract":"Prostate cancer is a leading health concern for men, yet current clinical assessments of tumor aggressiveness rely on invasive procedures that often lead to inconsistencies. There remains a critical need for accurate, noninvasive diagnosis and grading methods. Here we developed a foundation model trained on multiparametric magnetic resonance imaging (MRI) and paired pathology data for noninvasive diagnosis and grading of prostate cancer. Our model, MRI-based Predicted Transformer for Prostate Cancer (MRI-PTPCa), was trained under contrastive learning on nearly 1.3 million image–pathology pairs from over 5,500 patients in discovery, modeling, external and prospective cohorts. During real-world testing, prediction of MRI-PTPCa demonstrated consistency with pathology and superior performance (area under the curve above 0.978; grading accuracy 89.1%) compared with clinical measures and other prediction models. This work introduces a scalable, noninvasive approach to prostate cancer diagnosis and grading, offering a robust tool to support clinical decision-making while reducing reliance on biopsies. Shao et al. developed an MRI–pathology-based foundation model to assess the pathology of prostate cancer for diagnosis and grading of tumors. The model is noninvasive and outperforms current pathological assessments.","PeriodicalId":18885,"journal":{"name":"Nature cancer","volume":"6 10","pages":"1621-1637"},"PeriodicalIF":28.5,"publicationDate":"2025-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144961810","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
期刊
Nature cancer
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1