Irina Pushel, Zachary S Clark, Lisa A Lansdon, Byunggil Yoo, Michaella J Rekowski, Nicole M Wood, Michael P Washburn, Midhat S Farooqi
Background/Objectives: Molecular subtyping of pediatric B-cell acute lymphoblastic leukemia (B-ALL) has improved patient outcomes through stratification and selection of targeted therapies. Despite extensive genomic and transcriptomic profiling of this cancer, few studies to date have characterized the proteomic landscape, although proteins are the direct targets of many therapeutic agents. Methods: In this study, we demonstrate the utility of multi-omic integration of global transcriptomic, proteomic, and phosphoproteomic profiles of samples from patients diagnosed with either of two B-ALL subtypes-Ph-like (BCR::ABL1-like) and ETV6::RUNX1. Through individual and multi-omic analysis, we recapitulate known transcriptomic findings and identify novel subtype-specific proteomic and phosphoproteomic biomarkers. Conclusions: Our findings suggest a previously undescribed role for calcium-dependent signaling processes in Ph-like B-ALL, which has the potential to serve as a novel avenue for targeted treatments. By integrating multiple -omics modalities, we identify not only features of interest but also begin to unravel the regulatory interactions driving subtype-specific mechanisms of leukemogenesis. This integrated analytic approach paves the way for enhanced precision medicine for precise subtyping and treatment selection for pediatric leukemia patients.
{"title":"Integrated Multi-Omic Analysis Reveals Novel Subtype-Specific Regulatory Interactions in Pediatric B-Cell Acute Lymphoblastic Leukemia.","authors":"Irina Pushel, Zachary S Clark, Lisa A Lansdon, Byunggil Yoo, Michaella J Rekowski, Nicole M Wood, Michael P Washburn, Midhat S Farooqi","doi":"10.3390/cancers18050813","DOIUrl":"10.3390/cancers18050813","url":null,"abstract":"<p><p><b>Background/Objectives</b>: Molecular subtyping of pediatric B-cell acute lymphoblastic leukemia (B-ALL) has improved patient outcomes through stratification and selection of targeted therapies. Despite extensive genomic and transcriptomic profiling of this cancer, few studies to date have characterized the proteomic landscape, although proteins are the direct targets of many therapeutic agents. <b>Methods</b>: In this study, we demonstrate the utility of multi-omic integration of global transcriptomic, proteomic, and phosphoproteomic profiles of samples from patients diagnosed with either of two B-ALL subtypes-Ph-like (<i>BCR::ABL1</i>-like) and <i>ETV6::RUNX1</i>. Through individual and multi-omic analysis, we recapitulate known transcriptomic findings and identify novel subtype-specific proteomic and phosphoproteomic biomarkers. <b>Conclusions</b>: Our findings suggest a previously undescribed role for calcium-dependent signaling processes in Ph-like B-ALL, which has the potential to serve as a novel avenue for targeted treatments. By integrating multiple -omics modalities, we identify not only features of interest but also begin to unravel the regulatory interactions driving subtype-specific mechanisms of leukemogenesis. This integrated analytic approach paves the way for enhanced precision medicine for precise subtyping and treatment selection for pediatric leukemia patients.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984152/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455632","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Emile Gogineni, Ela Kini, Demond Handley, Yevgeniya Gokun, Sung Jun Ma, David J Konieczkowski, Darrion L Mitchell, Simeng Zhu, John C Grecula, Sachin R Jhawar, Marcelo Bonomi, Priyanka Bhateja, Kyle K VanKoevering, Ricardo L Carrau, James W Rocco, Arnab Chakravarti, Dukagjin M Blakaj, Matthew Old, Sujith Baliga, Rafi Kabarriti
Background/objectives: Treatment delays have been shown to be associated with overall survival (OS) in head and neck squamous cell carcinomas (HNSCCs). Given the slow tumor growth kinetics of adenoid cystic carcinoma (ACC), it is unclear if delays have a similar impact in this tumor histology.
Methods: We queried the National Cancer Database for patients diagnosed with non-metastatic ACC between the years 2004 and 2019 and treated with surgery followed by RT. A multivariable Cox regression model was used to examine the associations between the time from diagnosis to surgery, the duration of RT, and OS.
Results: A total of 1449 patients were included for analysis. Increased time from diagnosis to surgery (HR: 1.02, 95% CI: 1.01-1.03, p < 0.001) and duration of RT (HR: 1.14, 95% CI: 1.04-1.25, p = 0.004) were associated with worse survival on UVA, while time from surgery to RT start was not (p = 0.647). Increased duration of RT (aHR: 1.13, 95% CI: 1.03-1.24, p = 0.012) remained significantly associated with OS on multivariable analysis, while time from diagnosis to surgery (aHR: 1.00, 95% CI: 0.98-1.02, p = 0.979) did not.
Conclusions: Delays in treatment initiation and in the interval from surgery to radiation did not result in clinically significant differences in survival in this analysis, while prolonged duration of radiation therapy was significantly associated with worse survival. These findings are hypothesis-generating and suggest that treatment delays for ACC may have different effects on oncologic outcomes than those for HNSCC; however, prospective data is paramount to verify these results before strong conclusions can be made.
背景/目的:治疗延迟已被证明与头颈部鳞状细胞癌(HNSCCs)的总生存期(OS)相关。鉴于腺样囊性癌(ACC)的肿瘤生长动力学缓慢,目前尚不清楚延迟是否对这种肿瘤组织学有类似的影响。方法:我们查询了国家癌症数据库中2004年至2019年间诊断为非转移性ACC并接受手术后再进行RT治疗的患者。使用多变量Cox回归模型来检查从诊断到手术的时间、RT持续时间和OS之间的关系。结果:共纳入1449例患者进行分析。从诊断到手术的时间延长(HR: 1.02, 95% CI: 1.01-1.03, p < 0.001)和RT持续时间(HR: 1.14, 95% CI: 1.04-1.25, p = 0.004)与UVA生存率较差相关,而从手术到RT开始的时间无相关性(p = 0.647)。多变量分析显示,RT持续时间的增加(aHR: 1.13, 95% CI: 1.03-1.24, p = 0.012)与OS保持显著相关,而从诊断到手术的时间(aHR: 1.00, 95% CI: 0.98-1.02, p = 0.979)与OS无显著相关。结论:在本分析中,延迟治疗开始时间和从手术到放疗的间隔时间不会导致临床显着的生存差异,而延长放疗时间与较差的生存显著相关。这些发现是假设产生的,并表明ACC的治疗延迟可能对肿瘤预后的影响不同于HNSCC;然而,在得出强有力的结论之前,前瞻性数据对验证这些结果至关重要。
{"title":"Impact of Treatment Package Time on Survival in Patients with Head and Neck Adenoid Cystic Carcinoma.","authors":"Emile Gogineni, Ela Kini, Demond Handley, Yevgeniya Gokun, Sung Jun Ma, David J Konieczkowski, Darrion L Mitchell, Simeng Zhu, John C Grecula, Sachin R Jhawar, Marcelo Bonomi, Priyanka Bhateja, Kyle K VanKoevering, Ricardo L Carrau, James W Rocco, Arnab Chakravarti, Dukagjin M Blakaj, Matthew Old, Sujith Baliga, Rafi Kabarriti","doi":"10.3390/cancers18050816","DOIUrl":"10.3390/cancers18050816","url":null,"abstract":"<p><strong>Background/objectives: </strong>Treatment delays have been shown to be associated with overall survival (OS) in head and neck squamous cell carcinomas (HNSCCs). Given the slow tumor growth kinetics of adenoid cystic carcinoma (ACC), it is unclear if delays have a similar impact in this tumor histology.</p><p><strong>Methods: </strong>We queried the National Cancer Database for patients diagnosed with non-metastatic ACC between the years 2004 and 2019 and treated with surgery followed by RT. A multivariable Cox regression model was used to examine the associations between the time from diagnosis to surgery, the duration of RT, and OS.</p><p><strong>Results: </strong>A total of 1449 patients were included for analysis. Increased time from diagnosis to surgery (HR: 1.02, 95% CI: 1.01-1.03, <i>p</i> < 0.001) and duration of RT (HR: 1.14, 95% CI: 1.04-1.25, <i>p</i> = 0.004) were associated with worse survival on UVA, while time from surgery to RT start was not (<i>p</i> = 0.647). Increased duration of RT (aHR: 1.13, 95% CI: 1.03-1.24, <i>p</i> = 0.012) remained significantly associated with OS on multivariable analysis, while time from diagnosis to surgery (aHR: 1.00, 95% CI: 0.98-1.02, <i>p</i> = 0.979) did not.</p><p><strong>Conclusions: </strong>Delays in treatment initiation and in the interval from surgery to radiation did not result in clinically significant differences in survival in this analysis, while prolonged duration of radiation therapy was significantly associated with worse survival. These findings are hypothesis-generating and suggest that treatment delays for ACC may have different effects on oncologic outcomes than those for HNSCC; however, prospective data is paramount to verify these results before strong conclusions can be made.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984734/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455608","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Katerina Stripling, Hannah Coudé Adam, Mats Holmström, Gustav Stålhammar
Background: Early identification of small choroidal melanomas is important, as metastatic risk increases with tumor size. However, distinguishing small melanomas from benign choroidal nevi is challenging and may lead to unnecessary referrals and overtreatment. Both the MOLES scoring system and the deep learning algorithm MelAInoma have been developed to support assessment of pigmented choroidal lesions in non-expert settings. This study aims to compare the association between MOLES and MelAInoma scores and to assess their relative association with expert melanoma versus nevus diagnosis. Methods: In this retrospective cohort study, 86 patients with small pigmented choroidal lesions (29 melanomas and 57 nevi) diagnosed at a national ocular oncology referral center were included. MOLES scores were assigned by ocular oncologists based on multimodal examination, whereas MelAInoma scores were generated solely from color fundus photographs. Associations between scores were assessed using linear regression and the Jonckheere-Terpstra test. Univariable and multivariable binary logistic regression was used to evaluate associations with melanoma diagnosis. Results: MelAInoma scores increased monotonically with higher MOLES categories (p = 0.0001). Linear regression showed a statistically significant association between MOLES and MelAInoma scores, but with substantial dispersion (R2 = 0.16). In univariable logistic regression, both MOLES and MelAInoma scores were associated with increased odds of melanoma diagnosis. MelAInoma showed a stronger association with diagnosis than MOLES (R2 = 0.38 vs. 0.27). In multivariable analysis including both scores, each remained independently associated with melanoma diagnosis. Conclusions: Both MOLES and MelAInoma are effective for differentiating small choroidal melanomas from nevi. Although the scores are statistically associated, they capture partly distinct information. MelAInoma demonstrates slightly stronger association with melanoma diagnosis and provides fully reproducible output, supporting its role as a complementary aid in lesion triage.
背景:早期发现小脉络膜黑色素瘤是很重要的,因为转移风险随着肿瘤大小的增加而增加。然而,区分小黑色素瘤和良性脉络膜痣是具有挑战性的,并可能导致不必要的转诊和过度治疗。已经开发了痣评分系统和深度学习算法MelAInoma,以支持在非专家环境下评估色素脉络膜病变。本研究旨在比较痣和黑色素瘤评分之间的关系,并评估其与专家黑色素瘤和痣诊断的相对关系。方法:在这项回顾性队列研究中,86例在国家眼科肿瘤转诊中心诊断的小色素脉络膜病变(29例黑色素瘤和57例痣)。痣评分由眼科肿瘤学家根据多模态检查确定,而黑色素瘤评分仅由眼底彩色照片生成。使用线性回归和Jonckheere-Terpstra测试评估得分之间的关联。单变量和多变量二元logistic回归用于评估与黑色素瘤诊断的关联。结果:黑色素瘤评分随痣类型的增加而单调增加(p = 0.0001)。线性回归显示痣与黑色素瘤评分有统计学意义,但存在较大的离散性(R2 = 0.16)。在单变量logistic回归中,痣和黑色素瘤评分都与黑色素瘤诊断的几率增加有关。黑色素瘤与诊断的相关性强于黑痣(R2 = 0.38 vs. 0.27)。在包括这两个分数的多变量分析中,每一个分数都与黑色素瘤诊断独立相关。结论:黑痣和黑色素瘤是鉴别小脉络膜黑色素瘤和痣的有效方法。尽管这些分数在统计上是相关的,但它们捕捉到了部分不同的信息。黑色素瘤显示与黑色素瘤诊断的相关性稍强,并提供完全可重复的输出,支持其作为病变分诊辅助的作用。
{"title":"Comparison of MOLES and Mel<i>AI</i>noma for Differentiating Small Choroidal Melanomas from Nevi.","authors":"Katerina Stripling, Hannah Coudé Adam, Mats Holmström, Gustav Stålhammar","doi":"10.3390/cancers18050818","DOIUrl":"10.3390/cancers18050818","url":null,"abstract":"<p><p><b>Background:</b> Early identification of small choroidal melanomas is important, as metastatic risk increases with tumor size. However, distinguishing small melanomas from benign choroidal nevi is challenging and may lead to unnecessary referrals and overtreatment. Both the MOLES scoring system and the deep learning algorithm Mel<i>AI</i>noma have been developed to support assessment of pigmented choroidal lesions in non-expert settings. This study aims to compare the association between MOLES and Mel<i>AI</i>noma scores and to assess their relative association with expert melanoma versus nevus diagnosis. <b>Methods:</b> In this retrospective cohort study, 86 patients with small pigmented choroidal lesions (29 melanomas and 57 nevi) diagnosed at a national ocular oncology referral center were included. MOLES scores were assigned by ocular oncologists based on multimodal examination, whereas Mel<i>AI</i>noma scores were generated solely from color fundus photographs. Associations between scores were assessed using linear regression and the Jonckheere-Terpstra test. Univariable and multivariable binary logistic regression was used to evaluate associations with melanoma diagnosis. <b>Results:</b> Mel<i>AI</i>noma scores increased monotonically with higher MOLES categories (<i>p</i> = 0.0001). Linear regression showed a statistically significant association between MOLES and Mel<i>AI</i>noma scores, but with substantial dispersion (R<sup>2</sup> = 0.16). In univariable logistic regression, both MOLES and Mel<i>AI</i>noma scores were associated with increased odds of melanoma diagnosis. Mel<i>AI</i>noma showed a stronger association with diagnosis than MOLES (R<sup>2</sup> = 0.38 vs. 0.27). In multivariable analysis including both scores, each remained independently associated with melanoma diagnosis. <b>Conclusions:</b> Both MOLES and Mel<i>AI</i>noma are effective for differentiating small choroidal melanomas from nevi. Although the scores are statistically associated, they capture partly distinct information. Mel<i>AI</i>noma demonstrates slightly stronger association with melanoma diagnosis and provides fully reproducible output, supporting its role as a complementary aid in lesion triage.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984398/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mahmoud M Salama, Charles Eddershaw, Hugo C Temperley, Arvin Kumar Perthiani, John O Larkin, Brian J Mehigan, Dara O Kavanagh, Paul H McCormick, David Gallagher, Charles Gillham, Emily Harrold, Michael E Kelly
Introduction: Neoadjuvant systemic and immunotherapy strategies in non-metastatic colon cancer have demonstrated high pathological response rates, raising interest in surgery-sparing approaches. Circulating tumour DNA (ctDNA) is an emerging biomarker for treatment response and minimal residual disease, but its role in guiding surgical omission in colon cancer remains unclear. This systematic review evaluates the diagnostic and prognostic accuracy of ctDNA in predicting pathological response following neoadjuvant therapy in non-metastatic colon cancer.
Methods: A systematic review was conducted in accordance with PRISMA guidelines. PubMed, Embase/MEDLINE, Scopus, and the Cochrane Register were searched from inception to 21 October 2025. Eligible studies included adults with non-metastatic colon cancer treated with neoadjuvant therapy who had serial ctDNA assessment prior to surgery.
Results: Three cohort studies comprising 100 patients met inclusion criteria. Baseline ctDNA detection ranged from 42% to 84%. Across studies, ctDNA clearance following neoadjuvant therapy was consistently associated with major pathological response or pathological complete response, whereas persistent ctDNA strongly predicted residual viable tumour at resection. In the largest prospective cohort, 5 of 26 patients (19%) achieved ctDNA clearance prior to surgery; all were pathological responders, while 19 of 26 patients (73%) with persistent ctDNA demonstrated no pathological response. No study reported pathological complete response in the presence of persistently positive ctDNA. No prospective trial formally evaluated ctDNA-guided surgical omission.
Conclusions: Current evidence does not support the use of ctDNA alone to guide omission of surgery after neoadjuvant therapy in non-metastatic colon cancer-even in patients who show complete pathological response. While persistent ctDNA reliably identifies patients with residual disease, ctDNA clearance lacks sufficient positive predictive value to safely forego surgery. Prospective trials with standardised ctDNA platforms and predefined non-operative management protocols are required before ctDNA-guided organ preservation can be recommended.
{"title":"Circulating Tumour DNA After Neoadjuvant Therapy in Non-Metastatic Colon Cancer: A Systematic Review and Implications for Surgical Decision-Making.","authors":"Mahmoud M Salama, Charles Eddershaw, Hugo C Temperley, Arvin Kumar Perthiani, John O Larkin, Brian J Mehigan, Dara O Kavanagh, Paul H McCormick, David Gallagher, Charles Gillham, Emily Harrold, Michael E Kelly","doi":"10.3390/cancers18050815","DOIUrl":"10.3390/cancers18050815","url":null,"abstract":"<p><strong>Introduction: </strong>Neoadjuvant systemic and immunotherapy strategies in non-metastatic colon cancer have demonstrated high pathological response rates, raising interest in surgery-sparing approaches. Circulating tumour DNA (ctDNA) is an emerging biomarker for treatment response and minimal residual disease, but its role in guiding surgical omission in colon cancer remains unclear. This systematic review evaluates the diagnostic and prognostic accuracy of ctDNA in predicting pathological response following neoadjuvant therapy in non-metastatic colon cancer.</p><p><strong>Methods: </strong>A systematic review was conducted in accordance with PRISMA guidelines. PubMed, Embase/MEDLINE, Scopus, and the Cochrane Register were searched from inception to 21 October 2025. Eligible studies included adults with non-metastatic colon cancer treated with neoadjuvant therapy who had serial ctDNA assessment prior to surgery.</p><p><strong>Results: </strong>Three cohort studies comprising 100 patients met inclusion criteria. Baseline ctDNA detection ranged from 42% to 84%. Across studies, ctDNA clearance following neoadjuvant therapy was consistently associated with major pathological response or pathological complete response, whereas persistent ctDNA strongly predicted residual viable tumour at resection. In the largest prospective cohort, 5 of 26 patients (19%) achieved ctDNA clearance prior to surgery; all were pathological responders, while 19 of 26 patients (73%) with persistent ctDNA demonstrated no pathological response. No study reported pathological complete response in the presence of persistently positive ctDNA. No prospective trial formally evaluated ctDNA-guided surgical omission.</p><p><strong>Conclusions: </strong>Current evidence does not support the use of ctDNA alone to guide omission of surgery after neoadjuvant therapy in non-metastatic colon cancer-even in patients who show complete pathological response. While persistent ctDNA reliably identifies patients with residual disease, ctDNA clearance lacks sufficient positive predictive value to safely forego surgery. Prospective trials with standardised ctDNA platforms and predefined non-operative management protocols are required before ctDNA-guided organ preservation can be recommended.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984180/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455574","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Eyael Zeru, Ziwei Feng, Liang Dong, Ning Meng, Yike Guo, Yi Luo, Yin Zhang, Holly Schuh, Kai Ding
Background: Erectile dysfunction is a common late effect of prostate radiotherapy. Hydrogel spacers aim to reduce radiation exposure to nearby structures by increasing the distance between the prostate and surrounding tissues, potentially preserving sexual function. Methods: In this retrospective cohort study of 117 prostate cancer patients who received hydrogel spacers, we compared pre- and post-insertion radiation dose and anatomical positioning of erectile structures using paired t-tests. Longitudinal sexual function, assessed via EPIC scores, was modeled using linear mixed-effects regression with natural splines (df = 3), incorporating random intercepts and slopes to account for within-subject variability. Results: Spacer insertion significantly reduced radiation dose to the left and right neurovascular bundles (mean reductions: 1.66 Gy, 95% CI: 1.32-2.00; and 1.64 Gy, 95% CI: 1.28-2.01, respectively; p < 0.01) and the right perineal artery (1.33 Gy, 95% CI: 0.57-2.09; p < 0.01). No significant dose changes were observed for the penile bulb or left perineal artery, nor in anatomical distances. However, spatial displacement was confirmed by significant overlap and integrated volume changes. Longitudinal modeling showed a significant decline in sexual function between 12 and ≥36 months post-treatment (Spline 2: β = -12.72, 95% CI: -18.52--6.92 and Spline 3: β = -6.68, 95% CI: -10.96--2.40; p < 0.01). Conclusions: Hydrogel spacer insertion was associated with significant reductions in radiation dose to erectile structures, most notably the neurovascular bundles and the right perineal artery. However, longitudinal analyses revealed no corresponding preservation of sexual function. These findings suggest that while hydrogel spacers effectively reduce radiation exposure to key anatomical structures, their clinical benefit for maintaining erectile function remains uncertain.
{"title":"Impact of Hydrogel Spacer Insertion on Radiation Dose to Erectile Structures and Longitudinal Sexual Function in Prostate Cancer Patients.","authors":"Eyael Zeru, Ziwei Feng, Liang Dong, Ning Meng, Yike Guo, Yi Luo, Yin Zhang, Holly Schuh, Kai Ding","doi":"10.3390/cancers18050814","DOIUrl":"10.3390/cancers18050814","url":null,"abstract":"<p><p><b>Background:</b> Erectile dysfunction is a common late effect of prostate radiotherapy. Hydrogel spacers aim to reduce radiation exposure to nearby structures by increasing the distance between the prostate and surrounding tissues, potentially preserving sexual function. <b>Methods:</b> In this retrospective cohort study of 117 prostate cancer patients who received hydrogel spacers, we compared pre- and post-insertion radiation dose and anatomical positioning of erectile structures using paired t-tests. Longitudinal sexual function, assessed via EPIC scores, was modeled using linear mixed-effects regression with natural splines (df = 3), incorporating random intercepts and slopes to account for within-subject variability. <b>Results:</b> Spacer insertion significantly reduced radiation dose to the left and right neurovascular bundles (mean reductions: 1.66 Gy, 95% CI: 1.32-2.00; and 1.64 Gy, 95% CI: 1.28-2.01, respectively; <i>p</i> < 0.01) and the right perineal artery (1.33 Gy, 95% CI: 0.57-2.09; <i>p</i> < 0.01). No significant dose changes were observed for the penile bulb or left perineal artery, nor in anatomical distances. However, spatial displacement was confirmed by significant overlap and integrated volume changes. Longitudinal modeling showed a significant decline in sexual function between 12 and ≥36 months post-treatment (Spline 2: β = -12.72, 95% CI: -18.52--6.92 and Spline 3: β = -6.68, 95% CI: -10.96--2.40; <i>p</i> < 0.01). <b>Conclusions:</b> Hydrogel spacer insertion was associated with significant reductions in radiation dose to erectile structures, most notably the neurovascular bundles and the right perineal artery. However, longitudinal analyses revealed no corresponding preservation of sexual function. These findings suggest that while hydrogel spacers effectively reduce radiation exposure to key anatomical structures, their clinical benefit for maintaining erectile function remains uncertain.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984333/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455498","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Alyssa T Paparella, Ashley G Boice, In Young Park, Rajkishor Nishad, Durga Tripathi, Seth A Nelson, Edward W Pietryk, H Josh Jang, Ian J Frew, W Kimryn Rathmell, Frank M Mason, Cristian Coarfa, Ruhee Dere, Cheryl Lyn Walker
Background/objectives: SETD2 is a dual-function methyltransferase important for methylation of histone H3 at lysine 36 and α-tubulin in spindle microtubules. Genetic inactivation of SETD2 during oncogenesis drives loss of H3K36me3, genomic instability, and cancer progression. This study asked if disruption of genomic stability was a canonical feature of SETD2 inactivation via different pathways.
Methods: We evaluated the impact of EPZ-719, a pharmacologic SETD2 inhibitor, and an H3.3K36M mutant histone ("oncohistone") that binds and sequesters SETD2, on methylation activity and genomic stability in human cell lines. SETD2 activity was measured using in vitro methylation assays, H3K36me3 loss confirmed by Western analysis, and mitotic defects, specifically micronuclei and chromatin bridges, quantified with cytogenetic analysis.
Results: EPZ-719 caused a dose- and time-dependent reduction in SETD2 activity on both histone and tubulin substrates, accompanied by significant increases in chromatin bridges and micronuclei in retinal pigmented epithelial (RPE-1) and 786-O ccRCC cells. Similarly, oncohistone expression markedly decreased SETD2 function, as determined by H3K36me3 levels, and induced comparable mitotic defects in 786-O cells, and aneuploidy in two chondrocyte cell lines expressing the H3.3K36M oncohistone. Combining EPZ-719 with H3.3K36M expression did not exacerbate mitotic defects beyond either oncohistone or pharmacologic inhibition alone, consistent with inhibition of SETD2 as their shared underlying mechanism of action.
Conclusions: Pharmacologic inhibition and oncohistone-mediated sequestration of SETD2 converge on the induction of mitotic defects, underscoring SETD2's essential role in maintaining genomic stability. Identification of loss of genomic stability as a canonical feature of SETD2 inactivation points to a potential therapeutic liability associated with targeting SETD2 in cancers where it is overexpressed and reveals a mechanism that could contribute to the progression of cancers expressing oncohistone mutations.
{"title":"Pharmacologic and Oncohistone Inhibition of SETD2 Converge on Genomic Instability.","authors":"Alyssa T Paparella, Ashley G Boice, In Young Park, Rajkishor Nishad, Durga Tripathi, Seth A Nelson, Edward W Pietryk, H Josh Jang, Ian J Frew, W Kimryn Rathmell, Frank M Mason, Cristian Coarfa, Ruhee Dere, Cheryl Lyn Walker","doi":"10.3390/cancers18050819","DOIUrl":"10.3390/cancers18050819","url":null,"abstract":"<p><strong>Background/objectives: </strong>SETD2 is a dual-function methyltransferase important for methylation of histone H3 at lysine 36 and α-tubulin in spindle microtubules. Genetic inactivation of SETD2 during oncogenesis drives loss of H3K36me3, genomic instability, and cancer progression. This study asked if disruption of genomic stability was a canonical feature of SETD2 inactivation via different pathways.</p><p><strong>Methods: </strong>We evaluated the impact of EPZ-719, a pharmacologic SETD2 inhibitor, and an H3.3K36M mutant histone (\"oncohistone\") that binds and sequesters SETD2, on methylation activity and genomic stability in human cell lines. SETD2 activity was measured using <i>in vitro</i> methylation assays, H3K36me3 loss confirmed by Western analysis, and mitotic defects, specifically micronuclei and chromatin bridges, quantified with cytogenetic analysis.</p><p><strong>Results: </strong>EPZ-719 caused a dose- and time-dependent reduction in SETD2 activity on both histone and tubulin substrates, accompanied by significant increases in chromatin bridges and micronuclei in retinal pigmented epithelial (RPE-1) and 786-O ccRCC cells. Similarly, oncohistone expression markedly decreased SETD2 function, as determined by H3K36me3 levels, and induced comparable mitotic defects in 786-O cells, and aneuploidy in two chondrocyte cell lines expressing the H3.3K36M oncohistone. Combining EPZ-719 with H3.3K36M expression did not exacerbate mitotic defects beyond either oncohistone or pharmacologic inhibition alone, consistent with inhibition of SETD2 as their shared underlying mechanism of action.</p><p><strong>Conclusions: </strong>Pharmacologic inhibition and oncohistone-mediated sequestration of SETD2 converge on the induction of mitotic defects, underscoring SETD2's essential role in maintaining genomic stability. Identification of loss of genomic stability as a canonical feature of SETD2 inactivation points to a potential therapeutic liability associated with targeting SETD2 in cancers where it is overexpressed and reveals a mechanism that could contribute to the progression of cancers expressing oncohistone mutations.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984950/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455667","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kaja Michalczyk, Lubomir Bodnar, Marta Czeluścińska-Murawiec, Anna Dańska-Bidzińska, Paweł Derlatka, Beata Maćkowiak-Matejczyk, Wioleta Sawczuk, Barbara Radecka, Edyta Operacz, Szymon Piątek, Ewa Kalinka, Adam Miller, Anita Chudecka-Głaz
Background: With an ongoing debate concerning the optimal timing of advanced ovarian cancer surgical treatment, primary debulking surgery (PDS) versus neoadjuvant chemotherapy followed by interval debulking surgery (IDS), this study aimed to compare survival outcomes between PDS and IDS populations and evaluate prognostic factors in a real-world cohort of patients treated with first-line chemotherapy and bevacizumab.
Methods: A retrospective multi-center study was conducted involving 369 patients with newly diagnosed advanced ovarian cancer. Patient data included demographics, histology, treatment details, chemotherapy response, and survival outcomes. Kaplan-Meier estimates with log-rank tests were used for univariate analyses, as well as Cox proportional hazard models for multivariate analyses.
Results: Patients undergoing IDS were older (62.5 vs. 60.0 years), had higher pretreatment CA-125 (1846 vs. 395.6 IU/mL), an increased proportion were at with stage IV (36.25% vs. 21.10%), and they received fewer bevacizumab cycles (12 vs. 18) compared to those undergoing PDS. Median progression-free survival (PFS) was 18.6 months (95% CI: 17.3-20.2) and overall survival (OS) was 45.4 months (95% CI: 41.1-52.1). Multivariate analysis confirmed poor chemotherapy response (HR 1.80, 95% CI: 1.36-2.37; p < 0.0001) and IDS (HR 1.65, 95% CI: 1.37-2.39; p < 0.0001) as independent predictors of shorter PFS. For OS, independent risk factors were age > 70 (HR 1.62; p = 0.0202), poor response (HR 2.03; p < 0.0001), and IDS (HR 1.75; p = 0.0006).
Conclusions: In this real-world cohort treated with first-line chemotherapy and bevacizumab, interval debulking surgery was associated with inferior progression-free and overall survival compared with primary debulking surgery. However, these findings reflect a high-risk population and are strongly influenced by patient selection and treatment pathways, underscoring the need for cautious interpretation.
背景:关于晚期卵巢癌手术治疗的最佳时机,原发性减体积手术(PDS)与新辅助化疗后间隔减体积手术(IDS)的争论正在进行,本研究旨在比较PDS和IDS人群的生存结果,并评估一线化疗和贝伐单抗治疗的现实世界队列患者的预后因素。方法:对369例新诊断晚期卵巢癌患者进行回顾性多中心研究。患者资料包括人口统计学、组织学、治疗细节、化疗反应和生存结果。单变量分析使用Kaplan-Meier估计和log-rank检验,多变量分析使用Cox比例风险模型。结果:与接受PDS的患者相比,接受IDS的患者年龄较大(62.5岁vs. 60.0岁),CA-125预处理较高(1846对395.6 IU/mL), IV期比例增加(36.25%对21.10%),接受贝伐单抗周期较少(12对18)。中位无进展生存期(PFS)为18.6个月(95% CI: 17.3-20.2),总生存期(OS)为45.4个月(95% CI: 41.1-52.1)。多因素分析证实化疗反应差(HR 1.80, 95% CI: 1.36-2.37; p < 0.0001)和IDS (HR 1.65, 95% CI: 1.37-2.39; p < 0.0001)是较短PFS的独立预测因子。OS的独立危险因素为年龄70岁(HR 1.62, p = 0.0202)、不良反应(HR 2.03, p < 0.0001)和IDS (HR 1.75, p = 0.0006)。结论:在这个接受一线化疗和贝伐单抗治疗的现实世界队列中,与初次减容手术相比,间歇减容手术的无进展和总生存期较差。然而,这些发现反映了高风险人群,并受到患者选择和治疗途径的强烈影响,强调了谨慎解释的必要性。
{"title":"Real-World Outcomes of Primary Versus Interval Debulking Surgery in a Multicenter Cohort of Advanced Ovarian Cancer Patients Treated with Bevacizumab.","authors":"Kaja Michalczyk, Lubomir Bodnar, Marta Czeluścińska-Murawiec, Anna Dańska-Bidzińska, Paweł Derlatka, Beata Maćkowiak-Matejczyk, Wioleta Sawczuk, Barbara Radecka, Edyta Operacz, Szymon Piątek, Ewa Kalinka, Adam Miller, Anita Chudecka-Głaz","doi":"10.3390/cancers18050805","DOIUrl":"10.3390/cancers18050805","url":null,"abstract":"<p><strong>Background: </strong>With an ongoing debate concerning the optimal timing of advanced ovarian cancer surgical treatment, primary debulking surgery (PDS) versus neoadjuvant chemotherapy followed by interval debulking surgery (IDS), this study aimed to compare survival outcomes between PDS and IDS populations and evaluate prognostic factors in a real-world cohort of patients treated with first-line chemotherapy and bevacizumab.</p><p><strong>Methods: </strong>A retrospective multi-center study was conducted involving 369 patients with newly diagnosed advanced ovarian cancer. Patient data included demographics, histology, treatment details, chemotherapy response, and survival outcomes. Kaplan-Meier estimates with log-rank tests were used for univariate analyses, as well as Cox proportional hazard models for multivariate analyses.</p><p><strong>Results: </strong>Patients undergoing IDS were older (62.5 vs. 60.0 years), had higher pretreatment CA-125 (1846 vs. 395.6 IU/mL), an increased proportion were at with stage IV (36.25% vs. 21.10%), and they received fewer bevacizumab cycles (12 vs. 18) compared to those undergoing PDS. Median progression-free survival (PFS) was 18.6 months (95% CI: 17.3-20.2) and overall survival (OS) was 45.4 months (95% CI: 41.1-52.1). Multivariate analysis confirmed poor chemotherapy response (HR 1.80, 95% CI: 1.36-2.37; <i>p</i> < 0.0001) and IDS (HR 1.65, 95% CI: 1.37-2.39; <i>p</i> < 0.0001) as independent predictors of shorter PFS. For OS, independent risk factors were age > 70 (HR 1.62; <i>p</i> = 0.0202), poor response (HR 2.03; <i>p</i> < 0.0001), and IDS (HR 1.75; <i>p</i> = 0.0006).</p><p><strong>Conclusions: </strong>In this real-world cohort treated with first-line chemotherapy and bevacizumab, interval debulking surgery was associated with inferior progression-free and overall survival compared with primary debulking surgery. However, these findings reflect a high-risk population and are strongly influenced by patient selection and treatment pathways, underscoring the need for cautious interpretation.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984216/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Robotic-assisted partial nephrectomy (RAPN) is widely used for nephron-sparing surgery. Vessel sealing technologies play a crucial role in these procedures, influencing ischemia time, blood loss, and surgical outcomes. This study compares the efficacy and safety of using a robotic vessel sealer (VS) versus conventional bipolar energy in robotic partial nephrectomy.
Methods: A retrospective analysis was conducted on patients (n = 112) undergoing RAPN using either a robotic VS or bipolar energy grasper between 2023 and 2025. Parameters analyzed included ischemia time, estimated blood loss (EBL), postoperative complications, and functional outcomes. Statistical comparisons were performed to assess differences in perioperative and postoperative metrics.
Results: The vessel sealer (VS) group (n = 54) had significantly lower blood loss (40 mL vs. 132.5 mL, p = 0.037) than the bipolar group (n = 58). Ischemia time was similar (24.5 min vs. 20.46 min, p = 0.444). No significant differences were found in operative time, console time, docking time, or postoperative complications (p > 0.05). The tumor diameter (CT: 28.38 mm vs. 25.5 mm, p = 0.655; pathology: 2.34 cm vs. 1.96 cm, p = 0.375) and Radius-Exophytic/Endophytic-Nearness to collecting system or sinus-Anterior/posterior-Location relative to polar lines (RENAL) score (7.00 vs. 6.17, p = 0.202) were slightly higher in the bipolar group but not statistically significant.
Conclusions: Both techniques seem to be used for tumors of comparable size and complexity, suggesting no strong selection bias. Future research should prioritize randomized controlled trials assessing long-term renal function, cost-effectiveness, and potential refinements of robotic vessel sealing technology. A broader, multicenter analysis could provide further insight into optimal device selection for robotic partial nephrectomy.
背景:机器人辅助部分肾切除术(RAPN)广泛应用于肾保留手术。血管密封技术在这些手术中起着至关重要的作用,影响缺血时间、失血量和手术结果。本研究比较了机器人肾部分切除术中使用机器人血管封闭器(VS)与传统双极能量的有效性和安全性。方法:对2023年至2025年期间使用机器人VS或双极能量抓取器进行RAPN的患者(n = 112)进行回顾性分析。分析的参数包括缺血时间、估计失血量(EBL)、术后并发症和功能结局。通过统计学比较评估围手术期和术后指标的差异。结果:血管密封(VS)组(n = 54)的失血量(40 mL VS . 132.5 mL, p = 0.037)明显低于双相组(n = 58)。缺血时间相似(24.5 min vs. 20.46 min, p = 0.444)。两组手术时间、控制台时间、对接时间及术后并发症差异无统计学意义(p < 0.05)。双相组肿瘤直径(CT: 28.38 mm vs. 25.5 mm, p = 0.655;病理:2.34 cm vs. 1.96 cm, p = 0.375)和桡骨-外生/内生-靠近收集系统或窦-前/后-相对于极线的位置(RENAL)评分(7.00 vs. 6.17, p = 0.202)略高,但无统计学意义。结论:两种技术似乎都适用于大小和复杂程度相当的肿瘤,表明没有强烈的选择偏差。未来的研究应优先考虑随机对照试验,评估长期肾功能、成本效益和机器人血管密封技术的潜在改进。更广泛的多中心分析可以为机器人部分肾切除术的最佳设备选择提供进一步的见解。
{"title":"Robotic Vessel Sealer vs. Robotic Bipolar Grasper in Partial Nephrectomy.","authors":"Murad Asali, Osman Hallak, Galeb Asali","doi":"10.3390/cancers18050802","DOIUrl":"10.3390/cancers18050802","url":null,"abstract":"<p><strong>Background: </strong>Robotic-assisted partial nephrectomy (RAPN) is widely used for nephron-sparing surgery. Vessel sealing technologies play a crucial role in these procedures, influencing ischemia time, blood loss, and surgical outcomes. This study compares the efficacy and safety of using a robotic vessel sealer (VS) versus conventional bipolar energy in robotic partial nephrectomy.</p><p><strong>Methods: </strong>A retrospective analysis was conducted on patients (n = 112) undergoing RAPN using either a robotic VS or bipolar energy grasper between 2023 and 2025. Parameters analyzed included ischemia time, estimated blood loss (EBL), postoperative complications, and functional outcomes. Statistical comparisons were performed to assess differences in perioperative and postoperative metrics.</p><p><strong>Results: </strong>The vessel sealer (VS) group (n = 54) had significantly lower blood loss (40 mL vs. 132.5 mL, <i>p</i> = 0.037) than the bipolar group (n = 58). Ischemia time was similar (24.5 min vs. 20.46 min, <i>p</i> = 0.444). No significant differences were found in operative time, console time, docking time, or postoperative complications (<i>p</i> > 0.05). The tumor diameter (CT: 28.38 mm vs. 25.5 mm, <i>p</i> = 0.655; pathology: 2.34 cm vs. 1.96 cm, <i>p</i> = 0.375) and Radius-Exophytic/Endophytic-Nearness to collecting system or sinus-Anterior/posterior-Location relative to polar lines (RENAL) score (7.00 vs. 6.17, <i>p</i> = 0.202) were slightly higher in the bipolar group but not statistically significant.</p><p><strong>Conclusions: </strong>Both techniques seem to be used for tumors of comparable size and complexity, suggesting no strong selection bias. Future research should prioritize randomized controlled trials assessing long-term renal function, cost-effectiveness, and potential refinements of robotic vessel sealing technology. A broader, multicenter analysis could provide further insight into optimal device selection for robotic partial nephrectomy.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984546/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Agnieszka Leszczyńska, Michał Seweryn, Rafał Obuchowicz, Michał Strzelecki, Adam Piórkowski, Paweł Michał Potocki
Background/objectives: To systematically review and critically appraise AI methods for RECIST-based radiologic treatment response assessment in solid tumors, comparing image-derived and report-derived approaches and summarizing their performance, agreement with reference standards, and validation quality.
Methods: This systematic review followed PRISMA guidelines. We searched Embase, MEDLINE, Web of Science, Scopus, and the Cochrane Library on 6 December 2025. We included English-language original studies (2015-2025) in solid tumors where AI directly assigned RECIST response categories and was validated against a reference standard; studies without RECIST-based response endpoints or non-solid tumor populations were excluded. We distinguished image-based techniques that assign RECIST categories from direct analysis of imaging data from report-based techniques that infer RECIST categories from radiology reports using natural language processing.
Results: Evidence remains sparse; we identified four eligible studies (two image-based and two report-based). DeepSeek-V3-0324 and GatorTron, both report-based approaches, achieved high accuracy (96.5% and 89%, respectively) in treatment response evaluation, with DeepSeek demonstrating higher expert agreement (κ 0.85-0.90). The nnU-Net and 3D U-Net pipelines, both image-based, showed high segmentation performance (DSC 0.85, VS 0.89) and treatment response classification accuracy of 0.77 for R1, with moderate agreement with the manual reference (κ = 0.60); nnU-Net also achieved moderate to almost perfect agreement (Cohen's κ 0.67-0.81) in RECIST 1.1 measurements.
Conclusions: AI-based RECIST-oriented response assessment is feasible and potentially beneficial for standardization, efficiency, and scalability, but current evidence is limited and heterogeneous, requiring larger multi-center studies with rigorous external validation before clinical adoption. Key limitations include data source variability, reference standard inconsistencies, and lack of robust external validation.
{"title":"Artificial Intelligence for RECIST-Based Radiologic Treatment Response Assessment in Solid Tumors: A Systematic Review of Imaging- and Report-Derived Approaches.","authors":"Agnieszka Leszczyńska, Michał Seweryn, Rafał Obuchowicz, Michał Strzelecki, Adam Piórkowski, Paweł Michał Potocki","doi":"10.3390/cancers18050808","DOIUrl":"10.3390/cancers18050808","url":null,"abstract":"<p><strong>Background/objectives: </strong>To systematically review and critically appraise AI methods for RECIST-based radiologic treatment response assessment in solid tumors, comparing image-derived and report-derived approaches and summarizing their performance, agreement with reference standards, and validation quality.</p><p><strong>Methods: </strong>This systematic review followed PRISMA guidelines. We searched Embase, MEDLINE, Web of Science, Scopus, and the Cochrane Library on 6 December 2025. We included English-language original studies (2015-2025) in solid tumors where AI directly assigned RECIST response categories and was validated against a reference standard; studies without RECIST-based response endpoints or non-solid tumor populations were excluded. We distinguished image-based techniques that assign RECIST categories from direct analysis of imaging data from report-based techniques that infer RECIST categories from radiology reports using natural language processing.</p><p><strong>Results: </strong>Evidence remains sparse; we identified four eligible studies (two image-based and two report-based). DeepSeek-V3-0324 and GatorTron, both report-based approaches, achieved high accuracy (96.5% and 89%, respectively) in treatment response evaluation, with DeepSeek demonstrating higher expert agreement (κ 0.85-0.90). The nnU-Net and 3D U-Net pipelines, both image-based, showed high segmentation performance (DSC 0.85, VS 0.89) and treatment response classification accuracy of 0.77 for R1, with moderate agreement with the manual reference (κ = 0.60); nnU-Net also achieved moderate to almost perfect agreement (Cohen's κ 0.67-0.81) in RECIST 1.1 measurements.</p><p><strong>Conclusions: </strong>AI-based RECIST-oriented response assessment is feasible and potentially beneficial for standardization, efficiency, and scalability, but current evidence is limited and heterogeneous, requiring larger multi-center studies with rigorous external validation before clinical adoption. Key limitations include data source variability, reference standard inconsistencies, and lack of robust external validation.</p>","PeriodicalId":9681,"journal":{"name":"Cancers","volume":"18 5","pages":""},"PeriodicalIF":4.4,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12984241/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147455964","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}