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Comparison of overall survival and disease-free survival for breast-conserving surgery and mastectomy in breast cancer patients receiving neoadjuvant therapy: a matched case-control study from two institutions.
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-05 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1681937
Xueqian Du, Senyan Zhang, Yilu Li, Yue Li, Yueqing Feng

Background: Neoadjuvant therapy (NAT) has been increasingly promoted for treating early-stage breast cancer (BC), which significantly improves the adoption of breast-conserving surgery (BCS). However, concerns related to the oncological safety of BCS versus mastectomy remain unelucidated. The present study compared survival outcomes between patients treated with BCS and those treated with mastectomy after NAT through stratified analyses.

Methods: The study included female BC patients who underwent radical surgery after NAT at the Peking University First Hospital and Cancer Hospital of Chinese Academy of Medical Sciences from January 2013 to December 2021. Propensity score matching (PSM) was used to minimize the selection bias. Overall survival (OS) and disease-free survival (DFS) were compared between patients receiving BCS and mastectomy.

Results: A total of 994 patients were enrolled, including 285 patients treated with BCS and 709 patients treated with mastectomy. Following PSM, patients were assigned to the BCS (n = 258) and mastectomy (n = 258) groups; these two groups were well balanced regarding clinical and pathological characteristics. The 5-year OS rate (90.5% vs. 95.8%, P = 0.535) and DFS rate (86.3% vs. 86.9%, P = 0.648) of the mastectomy group were identical to those of the BCS group in the matched cohort. Stratified analysis revealed that mastectomy was an independent adverse prognostic factor for OS (hazard ratio [HR]: 2.158, 95% CI: 1.254-4.954, P = 0.034) and DFS (HR: 2.914, 95% CI: 1.713-5.422, P = 0.010) in patients with positive lymph nodes. Additionally, age-based stratification showed that mastectomy was an independent prognostic factor for DFS in BC patients aged > 40 years (HR: 2.471, 95% CI: 1.082-5.643, P = 0.022).

Conclusion: BCS does not affect OS and DFS in BC patients treated with NAT. However, it should be noted that BCS provides a substantial survival benefit as compared to mastectomy in patients with clinically positive lymph nodes and those aged > 40 years.

{"title":"Comparison of overall survival and disease-free survival for breast-conserving surgery and mastectomy in breast cancer patients receiving neoadjuvant therapy: a matched case-control study from two institutions.","authors":"Xueqian Du, Senyan Zhang, Yilu Li, Yue Li, Yueqing Feng","doi":"10.3389/fonc.2025.1681937","DOIUrl":"https://doi.org/10.3389/fonc.2025.1681937","url":null,"abstract":"<p><strong>Background: </strong>Neoadjuvant therapy (NAT) has been increasingly promoted for treating early-stage breast cancer (BC), which significantly improves the adoption of breast-conserving surgery (BCS). However, concerns related to the oncological safety of BCS versus mastectomy remain unelucidated. The present study compared survival outcomes between patients treated with BCS and those treated with mastectomy after NAT through stratified analyses.</p><p><strong>Methods: </strong>The study included female BC patients who underwent radical surgery after NAT at the Peking University First Hospital and Cancer Hospital of Chinese Academy of Medical Sciences from January 2013 to December 2021. Propensity score matching (PSM) was used to minimize the selection bias. Overall survival (OS) and disease-free survival (DFS) were compared between patients receiving BCS and mastectomy.</p><p><strong>Results: </strong>A total of 994 patients were enrolled, including 285 patients treated with BCS and 709 patients treated with mastectomy. Following PSM, patients were assigned to the BCS (n = 258) and mastectomy (n = 258) groups; these two groups were well balanced regarding clinical and pathological characteristics. The 5-year OS rate (90.5% <i>vs</i>. 95.8%, <i>P</i> = 0.535) and DFS rate (86.3% <i>vs</i>. 86.9%, <i>P</i> = 0.648) of the mastectomy group were identical to those of the BCS group in the matched cohort. Stratified analysis revealed that mastectomy was an independent adverse prognostic factor for OS (hazard ratio [HR]: 2.158, 95% CI: 1.254-4.954, <i>P</i> = 0.034) and DFS (HR: 2.914, 95% CI: 1.713-5.422, <i>P</i> = 0.010) in patients with positive lymph nodes. Additionally, age-based stratification showed that mastectomy was an independent prognostic factor for DFS in BC patients aged > 40 years (HR: 2.471, 95% CI: 1.082-5.643, <i>P</i> = 0.022).</p><p><strong>Conclusion: </strong>BCS does not affect OS and DFS in BC patients treated with NAT. However, it should be noted that BCS provides a substantial survival benefit as compared to mastectomy in patients with clinically positive lymph nodes and those aged > 40 years.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1681937"},"PeriodicalIF":3.5,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12812572/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146009687","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Mucinous adenocarcinoma transformed from tailgut cyst: a case report and review of the literature.
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-05 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1729627
Qianyu Guo, Joseph B Parker, Adam Henderson, Andras Khoor, Michael M Mohseni

Tailgut cysts often present asymptomatically or with nonspecific symptoms. While commonly benign, they may in rare cases be malignant, often transforming into adenocarcinoma. We present a 68-year-old female who presented with a sacral mass and abscess. Upon Emergency Department presentation, her inflammatory markers were elevated as well as her lactate. Initially, the patient was treated for possible infectious etiology with parenteral antibiotics. However, an MRI was obtained that showed concerns for myxoid neoplasm or chordoma. A biopsy was subsequently performed that revealed mucinous adenocarcinoma. Additionally, on imaging there was an enhancing pelvic lymph node concerning for metastatic spread. Tailgut cysts with malignant transformation to adenocarcinoma are rare and are typically treated surgically to obtain clear margins. However, neoadjuvant chemotherapy may be used in patients who have metastatic disease, which was pursued in the course of our patient's care. This case presentation emphasizes the importance of a wide differential for presacral masses with atypical presentations raising concerns for underlying malignancy. Prompt recognition and intervention is imperative in cases of malignant transformation of tailgut cysts.

{"title":"Mucinous adenocarcinoma transformed from tailgut cyst: a case report and review of the literature.","authors":"Qianyu Guo, Joseph B Parker, Adam Henderson, Andras Khoor, Michael M Mohseni","doi":"10.3389/fonc.2025.1729627","DOIUrl":"https://doi.org/10.3389/fonc.2025.1729627","url":null,"abstract":"<p><p>Tailgut cysts often present asymptomatically or with nonspecific symptoms. While commonly benign, they may in rare cases be malignant, often transforming into adenocarcinoma. We present a 68-year-old female who presented with a sacral mass and abscess. Upon Emergency Department presentation, her inflammatory markers were elevated as well as her lactate. Initially, the patient was treated for possible infectious etiology with parenteral antibiotics. However, an MRI was obtained that showed concerns for myxoid neoplasm or chordoma. A biopsy was subsequently performed that revealed mucinous adenocarcinoma. Additionally, on imaging there was an enhancing pelvic lymph node concerning for metastatic spread. Tailgut cysts with malignant transformation to adenocarcinoma are rare and are typically treated surgically to obtain clear margins. However, neoadjuvant chemotherapy may be used in patients who have metastatic disease, which was pursued in the course of our patient's care. This case presentation emphasizes the importance of a wide differential for presacral masses with atypical presentations raising concerns for underlying malignancy. Prompt recognition and intervention is imperative in cases of malignant transformation of tailgut cysts.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1729627"},"PeriodicalIF":3.5,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12812714/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146009764","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Case Report: Pulmonary enteric adenocarcinoma harboring KRAS/TP53/APC mutations with contralateral lung metastasis: diagnostic challenges and molecular insights.
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-05 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1726695
Mengjie Mao, Mengling Hu, Qingxiu Tao, Zhuo Zuo, Bin Liu

Pulmonary enteric adenocarcinoma (PEAC) is a rare subtype of lung adenocarcinoma characterized by intestinal differentiation. We report a case of synchronous bilateral PEAC in an elderly male patient, a presentation that is rarely documented in the literature. Histopathological examination revealed glandular structures resembling colorectal adenocarcinoma, with immunohistochemical positivity for CDX2, CK20, and SATB2, and negativity for TTF-1 and CK7. Molecular testing identified concurrent KRAS, TP53, and APC mutations, suggesting the activation of a colorectal-like oncogenic pathway. Following surgical resection and adjuvant chemoradiotherapy, the patient achieved short-term disease stability. This case highlights the diagnostic dilemma between primary PEAC and metastatic colorectal cancer and underscores the importance of integrated molecular and immunophenotypic profiling for accurate classification and potential targeted therapy.

{"title":"Case Report: Pulmonary enteric adenocarcinoma harboring KRAS/TP53/APC mutations with contralateral lung metastasis: diagnostic challenges and molecular insights.","authors":"Mengjie Mao, Mengling Hu, Qingxiu Tao, Zhuo Zuo, Bin Liu","doi":"10.3389/fonc.2025.1726695","DOIUrl":"https://doi.org/10.3389/fonc.2025.1726695","url":null,"abstract":"<p><p>Pulmonary enteric adenocarcinoma (PEAC) is a rare subtype of lung adenocarcinoma characterized by intestinal differentiation. We report a case of synchronous bilateral PEAC in an elderly male patient, a presentation that is rarely documented in the literature. Histopathological examination revealed glandular structures resembling colorectal adenocarcinoma, with immunohistochemical positivity for CDX2, CK20, and SATB2, and negativity for TTF-1 and CK7. Molecular testing identified concurrent KRAS, TP53, and APC mutations, suggesting the activation of a colorectal-like oncogenic pathway. Following surgical resection and adjuvant chemoradiotherapy, the patient achieved short-term disease stability. This case highlights the diagnostic dilemma between primary PEAC and metastatic colorectal cancer and underscores the importance of integrated molecular and immunophenotypic profiling for accurate classification and potential targeted therapy.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1726695"},"PeriodicalIF":3.5,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12812567/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146009640","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Fracture risk and survival outcomes of radium-223 therapy for bone metastases in mCRPC and the modulatory role of bone-protective therapy: a systematic review and meta-analysis.
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-05 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1716931
Mingzhong Xiao, Fan Liu, Hong Duan

Background: Metastatic castration-resistant prostate cancer (mCRPC) frequently involves the skeleton. While Radium-223 (Ra-223) alleviates symptomatic bone lesions, its effect on overall survival (OS) and fracture risk is debated. Bone-protective agents (BPAs) may play a critical modulatory role. This study systematically examined how Ra-223 influences OS and fracture risk and the effect of concomitant BPA use.

Methods: As per Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, PubMed, Embase, the Cochrane Library, and Web of Science were retrieved for randomized controlled trials (RCTs) and cohort studies through July 14, 2025. The primary outcomes were OS and fracture incidence in this PROSPERO-registered review (Registration No.: CRD420251102769). Hazard ratios (HRs) with 95% confidence intervals (CIs) were preferentially extracted; relative risks (RRs) were used when necessary. Heterogeneity was assessed using the I² statistic to guide the choice of random-effects versus random-effects models. Leave-one-out sensitivity analyses were conducted, and study quality was appraised using the NIH tool for RCTs and the Newcastle-Ottawa Scale (NOS) for cohort studies.

Results: Nine studies were included, including six RCTs and three cohort studies. The pooled OS analysis (five studies, n=3,671) showed no significant benefit (HR = 0.82, 95% CI: 0.60-1.11; I²=79.8%). Excluding one study on an abiraterone background revealed a survival advantage (HR = 0.71, 95% CI: 0.61-0.81; I²=43.5%). For fracture risk, pooled analysis (five studies, n=3,671) showed no significant increase (HR = 1.32, 95% CI: 0.68-2.58; I²=89.1%). Concomitant BPA use (3 studies, n=279) was associated with a substantial fracture risk reduction (RR = 0.23, 95% CI: 0.11-0.45; I²=0.0%).

Conclusions: Current evidence suggests that Ra-223 administered alongside standard therapy is not associated with statistically significant differences in OS or fracture risk among patients with mCRPC. Concomitant BPA therapy significantly reduces fracture incidence. Therapeutic context, including concurrent therapies and sequencing, may influence survival. Routine evaluation and consideration of BPA use during Ra-223-based regimens, together with strengthened bone health monitoring protocols, are advisable. Given the limited number of eligible studies and substantial heterogeneity, additional high-quality RCTs and individual patient data meta-analyses are needed to clarify these associations.

Systematic review registration: https://www.crd.york.ac.uk/prospero/, identifier CRD420251102769.

{"title":"Fracture risk and survival outcomes of radium-223 therapy for bone metastases in mCRPC and the modulatory role of bone-protective therapy: a systematic review and meta-analysis.","authors":"Mingzhong Xiao, Fan Liu, Hong Duan","doi":"10.3389/fonc.2025.1716931","DOIUrl":"https://doi.org/10.3389/fonc.2025.1716931","url":null,"abstract":"<p><strong>Background: </strong>Metastatic castration-resistant prostate cancer (mCRPC) frequently involves the skeleton. While Radium-223 (Ra-223) alleviates symptomatic bone lesions, its effect on overall survival (OS) and fracture risk is debated. Bone-protective agents (BPAs) may play a critical modulatory role. This study systematically examined how Ra-223 influences OS and fracture risk and the effect of concomitant BPA use.</p><p><strong>Methods: </strong>As per Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, PubMed, Embase, the Cochrane Library, and Web of Science were retrieved for randomized controlled trials (RCTs) and cohort studies through July 14, 2025. The primary outcomes were OS and fracture incidence in this PROSPERO-registered review (Registration No.: CRD420251102769). Hazard ratios (HRs) with 95% confidence intervals (CIs) were preferentially extracted; relative risks (RRs) were used when necessary. Heterogeneity was assessed using the I² statistic to guide the choice of random-effects versus random-effects models. Leave-one-out sensitivity analyses were conducted, and study quality was appraised using the NIH tool for RCTs and the Newcastle-Ottawa Scale (NOS) for cohort studies.</p><p><strong>Results: </strong>Nine studies were included, including six RCTs and three cohort studies. The pooled OS analysis (five studies, n=3,671) showed no significant benefit (HR = 0.82, 95% CI: 0.60-1.11; I²=79.8%). Excluding one study on an abiraterone background revealed a survival advantage (HR = 0.71, 95% CI: 0.61-0.81; I²=43.5%). For fracture risk, pooled analysis (five studies, n=3,671) showed no significant increase (HR = 1.32, 95% CI: 0.68-2.58; I²=89.1%). Concomitant BPA use (3 studies, n=279) was associated with a substantial fracture risk reduction (RR = 0.23, 95% CI: 0.11-0.45; I²=0.0%).</p><p><strong>Conclusions: </strong>Current evidence suggests that Ra-223 administered alongside standard therapy is not associated with statistically significant differences in OS or fracture risk among patients with mCRPC. Concomitant BPA therapy significantly reduces fracture incidence. Therapeutic context, including concurrent therapies and sequencing, may influence survival. Routine evaluation and consideration of BPA use during Ra-223-based regimens, together with strengthened bone health monitoring protocols, are advisable. Given the limited number of eligible studies and substantial heterogeneity, additional high-quality RCTs and individual patient data meta-analyses are needed to clarify these associations.</p><p><strong>Systematic review registration: </strong>https://www.crd.york.ac.uk/prospero/, identifier CRD420251102769.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1716931"},"PeriodicalIF":3.5,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12812686/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146009805","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Neoadjuvant therapy with cadonilimab in a patient with MSI-H/dMMR colorectal cancer: a case report.
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-05 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1693932
Jingrui Zhou, Weimin Chen, Jue Wang, Ziwei Chen, Guanghui Guo, Tao Yang, Tao Shen

Neoadjuvant immunotherapy for mismatch repair-deficient/microsatellite instability-high (dMMR/MSI-H) colorectal cancer continues to accumulate compelling clinical evidence. This report presents the case of a 37-year-old female who presented with moderate anemia (hemoglobin: 69 g/L) and was subsequently diagnosed with dMMR/MSI-H descending colon cancer. Following nine cycles of cadonilimab, a novel PD-1/CTLA-4 bispecific antibody, the patient achieved significant tumor regression and subsequent pathological complete response (pCR) after surgery, with a favorable safety profile observed throughout the treatment course. This case provides valuable clinical evidence supporting the efficacy and safety of cadonilimab in the neoadjuvant setting for dMMR/MSI-H colorectal cancer.

{"title":"Neoadjuvant therapy with cadonilimab in a patient with MSI-H/dMMR colorectal cancer: a case report.","authors":"Jingrui Zhou, Weimin Chen, Jue Wang, Ziwei Chen, Guanghui Guo, Tao Yang, Tao Shen","doi":"10.3389/fonc.2025.1693932","DOIUrl":"https://doi.org/10.3389/fonc.2025.1693932","url":null,"abstract":"<p><p>Neoadjuvant immunotherapy for mismatch repair-deficient/microsatellite instability-high (dMMR/MSI-H) colorectal cancer continues to accumulate compelling clinical evidence. This report presents the case of a 37-year-old female who presented with moderate anemia (hemoglobin: 69 g/L) and was subsequently diagnosed with dMMR/MSI-H descending colon cancer. Following nine cycles of cadonilimab, a novel PD-1/CTLA-4 bispecific antibody, the patient achieved significant tumor regression and subsequent pathological complete response (pCR) after surgery, with a favorable safety profile observed throughout the treatment course. This case provides valuable clinical evidence supporting the efficacy and safety of cadonilimab in the neoadjuvant setting for dMMR/MSI-H colorectal cancer.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1693932"},"PeriodicalIF":3.5,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12812665/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146009812","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
From trial to real life: ten-year impact of a nutraceutical strategy on duodenal polyp burden in familial adenomatous polyposis. 从试验到现实生活:一种营养保健策略对家族性腺瘤性息肉病十二指肠息肉负荷的十年影响。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-02 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1676394
Carlo Calabrese, Nikolas Kostantine Dussias, Laura Melotti, Sabino Russi, Simona Laurino, Fabiana Crispo, Fernando Rizzello

Background: Familial adenomatous polyposis (FAP) is characterized by the early development of colorectal and duodenal adenomas. Although colectomy reduces the risk of colorectal cancer, duodenal neoplasia remains a leading cause of mortality.

Aims: To assess the long-term efficacy of a nutraceutical blend containing phytoestrogens and insoluble fibers (Adipol) in reducing duodenal polyp burden in FAP patients.

Methods: This prospective cohort study followed 56 FAP patients for 10 years after completion of a randomised trial on Adipol. Importantly, post-trial treatment allocation was not randomised but based on patient choice. Patients freely choose one of four regimes: no therapy (Group 0), 3 months on/off (Group 1), 6 months on/off (Group 2), or continuous treatment (Group 3). Annual upper endoscopies evaluated duodenal polyp number and size.

Results: At 120 months, the mean polyp count was significantly reduced in Group 3 vs Group 0 (8.2 ± 3.4 vs 25.1 ± 5.8; p<0.001). Similarly, maximum polyp size decreased more in Group 3 (3.9 ± 1.1 mm) compared to Group 0 (7.8 ± 1.9 mm; p<0.01). Groups 1-2 showed intermediate reductions proportional to exposure.

Conclusion: Continuous Adipol supplementation is associated with sustained reduction in duodenal polyp burden in FAP patients. Although the non-randomised, single-center design limits generalizability, these findings support nutritional chemoprevention as a valuable adjunct strategy in FAP. Multicenter randomised trials and biomarker studies are warranted.

背景:家族性腺瘤性息肉病(FAP)的特点是早期发展的结直肠和十二指肠腺瘤。虽然结肠切除术降低了患结肠直肠癌的风险,但十二指肠肿瘤仍然是导致死亡的主要原因。目的:评估含有植物雌激素和不溶性纤维(Adipol)的营养品混合物在减轻FAP患者十二指肠息肉负担方面的长期疗效。方法:这项前瞻性队列研究在完成Adipol随机试验后对56例FAP患者进行了10年的随访。重要的是,试验后的治疗分配不是随机的,而是基于患者的选择。患者可以自由选择以下四种治疗方案:不治疗(0组)、3个月断断续续(1组)、6个月断断续续(2组)或持续治疗(3组)。每年进行一次上消化道内镜检查,评估十二指肠息肉的数量和大小。结果:在120个月时,3组的平均息肉计数比0组显著减少(8.2±3.4 vs 25.1±5.8)。结论:持续补充Adipol与FAP患者十二指肠息肉负担的持续减少有关。尽管非随机、单中心设计限制了通用性,但这些发现支持营养化学预防作为FAP的一种有价值的辅助策略。多中心随机试验和生物标志物研究是必要的。
{"title":"From trial to real life: ten-year impact of a nutraceutical strategy on duodenal polyp burden in familial adenomatous polyposis.","authors":"Carlo Calabrese, Nikolas Kostantine Dussias, Laura Melotti, Sabino Russi, Simona Laurino, Fabiana Crispo, Fernando Rizzello","doi":"10.3389/fonc.2025.1676394","DOIUrl":"https://doi.org/10.3389/fonc.2025.1676394","url":null,"abstract":"<p><strong>Background: </strong>Familial adenomatous polyposis (FAP) is characterized by the early development of colorectal and duodenal adenomas. Although colectomy reduces the risk of colorectal cancer, duodenal neoplasia remains a leading cause of mortality.</p><p><strong>Aims: </strong>To assess the long-term efficacy of a nutraceutical blend containing phytoestrogens and insoluble fibers (Adipol) in reducing duodenal polyp burden in FAP patients.</p><p><strong>Methods: </strong>This prospective cohort study followed 56 FAP patients for 10 years after completion of a randomised trial on Adipol. Importantly, post-trial treatment allocation was not randomised but based on patient choice. Patients freely choose one of four regimes: no therapy (Group 0), 3 months on/off (Group 1), 6 months on/off (Group 2), or continuous treatment (Group 3). Annual upper endoscopies evaluated duodenal polyp number and size.</p><p><strong>Results: </strong>At 120 months, the mean polyp count was significantly reduced in Group 3 vs Group 0 (8.2 ± 3.4 vs 25.1 ± 5.8; p<0.001). Similarly, maximum polyp size decreased more in Group 3 (3.9 ± 1.1 mm) compared to Group 0 (7.8 ± 1.9 mm; p<0.01). Groups 1-2 showed intermediate reductions proportional to exposure.</p><p><strong>Conclusion: </strong>Continuous Adipol supplementation is associated with sustained reduction in duodenal polyp burden in FAP patients. Although the non-randomised, single-center design limits generalizability, these findings support nutritional chemoprevention as a valuable adjunct strategy in FAP. Multicenter randomised trials and biomarker studies are warranted.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1676394"},"PeriodicalIF":3.5,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12807981/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145997862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Differential diagnosis of benign and malignant vertebral compression fractures based on CT radiomics model. 基于CT放射组学模型的良恶性椎体压缩性骨折鉴别诊断。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-02 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1697550
Xinrui Liu, Song Chen, Yifan Wang, Jiashi Cao, Zhuangfei Niu, Yuxian Jin, Xingdan Pan, Zhengwei Zhang, Tielong Liu, Wei Liang, Panfeng Yu, Weiwei Zou

Objectives: This study aims to develop a CT radiomics-based predictive model integrating clinical characteristics to distinguish benign and malignant vertebral compression fractures (VCFs).

Methods: We retrospectively analyzed 208 patients with VCFs treated at our institution between January 2020 and November 2024. Patients were randomly divided into a training cohort (n = 145) and a validation cohort (n = 63). CT images were obtained, and three-dimensional lesion regions were manually segmented. A total of 1,316 radiomics features were extracted. Dimensionality reduction was performed using least absolute shrinkage and selection operator (LASSO) regression analysis and 5-fold cross-validation to identify key features. Univariate and multivariate analyses were used for identifying independent clinical predictors. Three models were constructed: a clinical model, a radiomics model, and a combined clinical-radiomics model. Model performance was evaluated using area under the receiver operating characteristic (ROC) curve (AUC), accuracy (ACC), sensitivity (SEN), specificity (SPE), positive predictive value (PPV), and negative predictive value (NPV). Predictive efficacy and clinical utility were further assessed via ROC curves, calibration plots, and decision curve analysis (DCA), along with clinical impact curves (CIC) and net reduction curves. The Delong test was used for statistical comparisons among different models, and a nomogram was developed to facilitate the visualization of the optimal model.

Results: Carbohydrate antigen 125 (CA125) and posterior vertebral involvement were identified as independent clinical predictors. The combined model achieved the highest AUC value of 0.846 in the validation cohort, followed by the radiomics model (0.842), and the clinical model (0.640). Calibration curves and DCA confirmed its superior predictive accuracy and clinical benefit.

Conclusions: The CT-based clinical-radiomics model demonstrated robust performance in differentiating benign from malignant VCFs and holds promise for guiding individualized patient management.

目的:本研究旨在建立一种结合临床特征的基于CT放射组学的预测模型,以区分良性和恶性椎体压缩性骨折(vcf)。方法:回顾性分析2020年1月至2024年11月在我院治疗的208例vcf患者。患者随机分为训练组(n = 145)和验证组(n = 63)。获取CT图像,手工分割三维病变区域。总共提取了1316个放射组学特征。使用最小绝对收缩和选择算子(LASSO)回归分析和5倍交叉验证进行降维,以确定关键特征。单因素和多因素分析用于确定独立的临床预测因素。构建了临床模型、放射组学模型和临床-放射组学联合模型。采用受试者工作特征曲线下面积(AUC)、准确度(ACC)、灵敏度(SEN)、特异性(SPE)、阳性预测值(PPV)和阴性预测值(NPV)评价模型的性能。通过ROC曲线、校正图、决策曲线分析(DCA)、临床影响曲线(CIC)和净减少曲线进一步评估预测疗效和临床效用。采用Delong检验对不同模型进行统计比较,并制作nomogram以方便最优模型的可视化。结果:碳水化合物抗原125 (CA125)和椎体后部受累被确定为独立的临床预测因子。联合模型在验证队列中AUC值最高,为0.846,其次是放射组学模型(0.842),临床模型(0.640)。校正曲线和DCA均证实了其较好的预测准确性和临床效益。结论:基于ct的临床放射组学模型在区分良性和恶性vcf方面表现出强大的性能,并有望指导个体化患者管理。
{"title":"Differential diagnosis of benign and malignant vertebral compression fractures based on CT radiomics model.","authors":"Xinrui Liu, Song Chen, Yifan Wang, Jiashi Cao, Zhuangfei Niu, Yuxian Jin, Xingdan Pan, Zhengwei Zhang, Tielong Liu, Wei Liang, Panfeng Yu, Weiwei Zou","doi":"10.3389/fonc.2025.1697550","DOIUrl":"https://doi.org/10.3389/fonc.2025.1697550","url":null,"abstract":"<p><strong>Objectives: </strong>This study aims to develop a CT radiomics-based predictive model integrating clinical characteristics to distinguish benign and malignant vertebral compression fractures (VCFs).</p><p><strong>Methods: </strong>We retrospectively analyzed 208 patients with VCFs treated at our institution between January 2020 and November 2024. Patients were randomly divided into a training cohort (n = 145) and a validation cohort (n = 63). CT images were obtained, and three-dimensional lesion regions were manually segmented. A total of 1,316 radiomics features were extracted. Dimensionality reduction was performed using least absolute shrinkage and selection operator (LASSO) regression analysis and 5-fold cross-validation to identify key features. Univariate and multivariate analyses were used for identifying independent clinical predictors. Three models were constructed: a clinical model, a radiomics model, and a combined clinical-radiomics model. Model performance was evaluated using area under the receiver operating characteristic (ROC) curve (AUC), accuracy (ACC), sensitivity (SEN), specificity (SPE), positive predictive value (PPV), and negative predictive value (NPV). Predictive efficacy and clinical utility were further assessed via ROC curves, calibration plots, and decision curve analysis (DCA), along with clinical impact curves (CIC) and net reduction curves. The Delong test was used for statistical comparisons among different models, and a nomogram was developed to facilitate the visualization of the optimal model.</p><p><strong>Results: </strong>Carbohydrate antigen 125 (CA125) and posterior vertebral involvement were identified as independent clinical predictors. The combined model achieved the highest AUC value of 0.846 in the validation cohort, followed by the radiomics model (0.842), and the clinical model (0.640). Calibration curves and DCA confirmed its superior predictive accuracy and clinical benefit.</p><p><strong>Conclusions: </strong>The CT-based clinical-radiomics model demonstrated robust performance in differentiating benign from malignant VCFs and holds promise for guiding individualized patient management.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1697550"},"PeriodicalIF":3.5,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12807905/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145997867","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Meta-analysis of the efficacy and safety of Kanglaite Injection in conjunction with chemotherapy for cancer pain. 康莱特注射液联合化疗治疗癌性疼痛的疗效和安全性荟萃分析。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-02 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1630971
Gaofei Feng, Shujing Yi, Ruo Chen, Peng Liu, Yuanqi Li, Yuantao Zhong, Zhaowen Peng, Yufei Liu, Shu Xu

Objective: To systematically assess the clinical efficacy and safety of Kanglaite Injection in combination with chemotherapy for cancer pain. Using PICO framework: Population (adult cancer patients with pain), Intervention (Kanglaite Injection + chemotherapy), Comparator (chemotherapy alone), Outcomes (pain scores, relief rates, KPS, adverse events).

Methods: The CNKI, WanFang, VIP, Chinese Biomedical Database, PubMed, Embase and Cochrane Library databases were systematically searched. Randomized controlled trials specifically investigating the combined use of Kanglaite Injection and chemotherapy for cancer pain were included from the inception of the database until October 14, 2025. Literature screening and quality assessment were independently conducted by two researchers, with cross-verification. The extracted data were meta-analyzed using Rev Man 5.3 software.

Results: A total of 18 randomized controlled trials involving 1197 patients were included. The combined analysis demonstrated that Kanglaite Injection in conjunction with chemotherapy showed significant advantages over chemotherapy alone in terms of pain intensity score [SMD=-1.24, 95% CI (-1.68, -0.80), P<0.001], pain relief rate [RR = 1.72, 95% CI (1.52, 1.95), P<0.001], and enhancement in the Karnofsky Performance Status (KPS) score improvement rate [RR = 1.64, 95% CI (1.39, 1.93), P<0.001]. Furthermore, Kanglaite Injection combined with chemotherapy exhibited advantages in reducing post-chemotherapy gastrointestinal reactions [RR = 0.68, 95% CI (0.57, 0.81), P<0.001], white blood cell reduction [RR = 0.73, 95% CI (0.57, 0.93), P<0.001], and liver function damage [RR = 0.45, 95% CI (0.27, 0.75), P<0.001]. Evidence certainty was moderate for most outcomes per GRADE assessment.

Conclusion: The combination of Kanglaite Injection with chemotherapy appears effective and safe in treating cancer pain based on moderate-certainty evidence, pending further high-quality trials.

目的:系统评价康莱特注射液联合化疗治疗癌痛的临床疗效和安全性。采用PICO框架:人群(有疼痛的成年癌症患者)、干预(康莱特注射液+化疗)、比较(单独化疗)、结局(疼痛评分、缓解率、KPS、不良事件)。方法:系统检索中国知网、万方、维普、中国生物医学数据库、PubMed、Embase、Cochrane等数据库。从数据库建立到2025年10月14日,专门研究康莱特注射液和化疗联合使用癌症疼痛的随机对照试验被纳入数据库。文献筛选和质量评估由两位研究者独立进行,并进行交叉验证。提取的数据采用Rev Man 5.3软件进行meta分析。结果:共纳入18项随机对照试验,1197例患者。综合分析显示,康莱特注射液联合化疗在疼痛强度评分方面比单独化疗有显著优势[SMD=-1.24, 95% CI(-1.68, -0.80)],结论:基于中等确定性证据,康莱特注射液联合化疗治疗癌性疼痛是有效和安全的,有待于进一步的高质量试验。
{"title":"Meta-analysis of the efficacy and safety of Kanglaite Injection in conjunction with chemotherapy for cancer pain.","authors":"Gaofei Feng, Shujing Yi, Ruo Chen, Peng Liu, Yuanqi Li, Yuantao Zhong, Zhaowen Peng, Yufei Liu, Shu Xu","doi":"10.3389/fonc.2025.1630971","DOIUrl":"https://doi.org/10.3389/fonc.2025.1630971","url":null,"abstract":"<p><strong>Objective: </strong>To systematically assess the clinical efficacy and safety of Kanglaite Injection in combination with chemotherapy for cancer pain. Using PICO framework: Population (adult cancer patients with pain), Intervention (Kanglaite Injection + chemotherapy), Comparator (chemotherapy alone), Outcomes (pain scores, relief rates, KPS, adverse events).</p><p><strong>Methods: </strong>The CNKI, WanFang, VIP, Chinese Biomedical Database, PubMed, Embase and Cochrane Library databases were systematically searched. Randomized controlled trials specifically investigating the combined use of Kanglaite Injection and chemotherapy for cancer pain were included from the inception of the database until October 14, 2025. Literature screening and quality assessment were independently conducted by two researchers, with cross-verification. The extracted data were meta-analyzed using Rev Man 5.3 software.</p><p><strong>Results: </strong>A total of 18 randomized controlled trials involving 1197 patients were included. The combined analysis demonstrated that Kanglaite Injection in conjunction with chemotherapy showed significant advantages over chemotherapy alone in terms of pain intensity score [SMD=-1.24, 95% CI (-1.68, -0.80), P<0.001], pain relief rate [RR = 1.72, 95% CI (1.52, 1.95), P<0.001], and enhancement in the Karnofsky Performance Status (KPS) score improvement rate [RR = 1.64, 95% CI (1.39, 1.93), P<0.001]. Furthermore, Kanglaite Injection combined with chemotherapy exhibited advantages in reducing post-chemotherapy gastrointestinal reactions [RR = 0.68, 95% CI (0.57, 0.81), P<0.001], white blood cell reduction [RR = 0.73, 95% CI (0.57, 0.93), P<0.001], and liver function damage [RR = 0.45, 95% CI (0.27, 0.75), P<0.001]. Evidence certainty was moderate for most outcomes per GRADE assessment.</p><p><strong>Conclusion: </strong>The combination of Kanglaite Injection with chemotherapy appears effective and safe in treating cancer pain based on moderate-certainty evidence, pending further high-quality trials.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1630971"},"PeriodicalIF":3.5,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12807979/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145997092","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Remarkable response to CDK4/6 inhibitor-based endocrine therapy in HR+/HER2- metastatic male breast cancer with visceral crisis: a case report. 基于CDK4/6抑制剂的内分泌治疗对伴有内脏危像的HR+/HER2转移性男性乳腺癌的显著疗效:1例报告
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-02 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1753700
Jianfeng Liu, Wei Chen, Jian Wang, Xianchen Wang

Male breast cancer (MBC) is rare, and visceral crisis is an exceptionally uncommon yet life-threatening presentation in this population. Although current guidelines recommend combination chemotherapy as first-line therapy for visceral crisis, responses are often inadequate, and evidence for alternative approaches in men is scarce. We report a case of HR+/HER2- metastatic MBC complicated by visceral crisis. Despite first-line chemotherapy, the patient showed swift clinical worsening accompanied by radiographic progression. In view of the lack of treatment response, a CDK4/6 inhibitor-based endocrine regimen was initiated, achieving substantial tumor regression and prolonged disease control. This case suggests that CDK4/6 inhibitor-based endocrine therapy can induce meaningful disease reversal even in visceral crisis and may be a feasible option for selected HR+/HER2- MBC patients after chemotherapy failure. Our case suggests that CDK4/6 inhibitor-based endocrine therapy may offer clinical benefit even in the setting of visceral crisis after chemotherapy failure, indicating that treatment sequencing in such scenarios may merit further consideration.

男性乳腺癌(MBC)是罕见的,内脏危机是一个非常罕见的,但危及生命的表现在这个人群。虽然目前的指南推荐联合化疗作为内脏危机的一线治疗,但反应往往不足,而且男性替代方法的证据很少。我们报告一例HR+/HER2-转移性MBC合并内脏危象。尽管一线化疗,患者表现出迅速的临床恶化,并伴有影像学进展。鉴于缺乏治疗反应,我们启动了基于CDK4/6抑制剂的内分泌方案,实现了肿瘤的实质性消退和长期的疾病控制。本病例提示,基于CDK4/6抑制剂的内分泌治疗即使在内脏危重时也能诱导有意义的疾病逆转,可能是化疗失败后选定的HR+/HER2- MBC患者的可行选择。我们的病例表明,基于CDK4/6抑制剂的内分泌治疗即使在化疗失败后出现内脏危机的情况下也可能提供临床益处,这表明在这种情况下的治疗顺序可能值得进一步考虑。
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引用次数: 0
Ensemble learning for predicting microsatellite instability in colorectal cancer using pretreatment colonoscopy images and clinical data. 使用预处理结肠镜图像和临床数据预测结直肠癌微卫星不稳定性的集成学习。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-02 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1734076
Jia You, Shenghan Zhang, Jianjie Zhang, Yaru Chen, Mengmeng Zhang, Chungen Zhou, Bin Jiang

Background: Microsatellite instability (MSI) is an important molecular biomarker in colorectal cancer (CRC), associated with favorable prognosis and response to immune checkpoint inhibitors. Conventional MSI testing, including immunohistochemistry (IHC) and polymerase chain reaction (PCR), is invasive, time-consuming, and resource-dependent, underscoring the need for non-invasive and automated alternatives. This study aimed to develop and evaluate an ensemble learning framework integrating pretreatment colonoscopy images and routine clinical data for non-invasive MSI prediction in CRC.

Methods: In this retrospective study, patients with pathologically confirmed CRC and IHC-determined MSI status were included. Pretreatment colonoscopy images and routine clinical variables were collected. Five deep learning architectures (ResNet-50, EfficientNet, DenseNet, VGG-16, and Vision Transformer) were trained on image data, while four machine learning algorithms (Logistic Regression, Random Forest, Support Vector Machine, and Gradient Boosting) were trained on clinical data. The best-performing models from each modality were combined using a majority-voting ensemble. Model performance was assessed using accuracy, precision, recall, and area under the receiver operating characteristic curve (AUROC). Interpretability was evaluated using Gradient-weighted Class Activation Mapping (Grad-CAM) for image models and SHapley Additive exPlanations (SHAP) for clinical models.

Results: Among 1,844 patients, VGG-16 achieved the best image-based performance (AUROC = 0.896, accuracy = 0.832, recall = 0.708). Logistic Regression outperformed other clinical models (AUROC = 0.898, accuracy = 0.825, recall = 0.828). The ensemble model integrating both modalities achieved AUROC = 0.886, precision = 0.920, and recall = 0.845, outperforming single-modality approaches.

Conclusion: The proposed ensemble learning framework provides a non-invasive, interpretable, and accurate method for MSI prediction, offering potential to improve preoperative precision diagnostics and clinical decision-making in colorectal cancer.

背景:微卫星不稳定性(Microsatellite instability, MSI)是结直肠癌(CRC)的重要分子生物标志物,与良好的预后和对免疫检查点抑制剂的反应有关。传统的MSI检测,包括免疫组织化学(IHC)和聚合酶链反应(PCR),是侵入性的,耗时的,并且依赖资源,强调了对非侵入性和自动化替代方案的需求。本研究旨在开发和评估一个集成学习框架,将预处理结肠镜图像和常规临床数据整合在一起,用于CRC的无创MSI预测。方法:在这项回顾性研究中,纳入了病理证实的结直肠癌和ihc确定的MSI状态的患者。收集前处理结肠镜图像和常规临床变量。5种深度学习架构(ResNet-50、EfficientNet、DenseNet、VGG-16和Vision Transformer)在图像数据上进行了训练,4种机器学习算法(Logistic回归、随机森林、支持向量机和梯度增强)在临床数据上进行了训练。每种模式中表现最好的模型使用多数投票集合进行组合。模型的性能通过准确度、精密度、召回率和受试者工作特征曲线下面积(AUROC)来评估。图像模型采用梯度加权类激活映射(Grad-CAM)评估可解释性,临床模型采用SHapley加性解释(SHAP)评估可解释性。结果:在1844例患者中,VGG-16的图像诊断效果最佳(AUROC = 0.896,准确率= 0.832,召回率= 0.708)。Logistic回归优于其他临床模型(AUROC = 0.898,准确率= 0.825,召回率= 0.828)。集成两种模式的集成模型的AUROC = 0.886,精度= 0.920,召回率= 0.845,优于单模式方法。结论:所提出的集成学习框架为MSI预测提供了一种无创、可解释且准确的方法,为提高结直肠癌的术前精确诊断和临床决策提供了潜力。
{"title":"Ensemble learning for predicting microsatellite instability in colorectal cancer using pretreatment colonoscopy images and clinical data.","authors":"Jia You, Shenghan Zhang, Jianjie Zhang, Yaru Chen, Mengmeng Zhang, Chungen Zhou, Bin Jiang","doi":"10.3389/fonc.2025.1734076","DOIUrl":"https://doi.org/10.3389/fonc.2025.1734076","url":null,"abstract":"<p><strong>Background: </strong>Microsatellite instability (MSI) is an important molecular biomarker in colorectal cancer (CRC), associated with favorable prognosis and response to immune checkpoint inhibitors. Conventional MSI testing, including immunohistochemistry (IHC) and polymerase chain reaction (PCR), is invasive, time-consuming, and resource-dependent, underscoring the need for non-invasive and automated alternatives. This study aimed to develop and evaluate an ensemble learning framework integrating pretreatment colonoscopy images and routine clinical data for non-invasive MSI prediction in CRC.</p><p><strong>Methods: </strong>In this retrospective study, patients with pathologically confirmed CRC and IHC-determined MSI status were included. Pretreatment colonoscopy images and routine clinical variables were collected. Five deep learning architectures (ResNet-50, EfficientNet, DenseNet, VGG-16, and Vision Transformer) were trained on image data, while four machine learning algorithms (Logistic Regression, Random Forest, Support Vector Machine, and Gradient Boosting) were trained on clinical data. The best-performing models from each modality were combined using a majority-voting ensemble. Model performance was assessed using accuracy, precision, recall, and area under the receiver operating characteristic curve (AUROC). Interpretability was evaluated using Gradient-weighted Class Activation Mapping (Grad-CAM) for image models and SHapley Additive exPlanations (SHAP) for clinical models.</p><p><strong>Results: </strong>Among 1,844 patients, VGG-16 achieved the best image-based performance (AUROC = 0.896, accuracy = 0.832, recall = 0.708). Logistic Regression outperformed other clinical models (AUROC = 0.898, accuracy = 0.825, recall = 0.828). The ensemble model integrating both modalities achieved AUROC = 0.886, precision = 0.920, and recall = 0.845, outperforming single-modality approaches.</p><p><strong>Conclusion: </strong>The proposed ensemble learning framework provides a non-invasive, interpretable, and accurate method for MSI prediction, offering potential to improve preoperative precision diagnostics and clinical decision-making in colorectal cancer.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"15 ","pages":"1734076"},"PeriodicalIF":3.5,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12807959/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145997784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
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Frontiers in Oncology
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