Background: Limited evidence exists on the role of protein glycosylation, particularly O-GlcNAcylation (O-GlcNAc), in predicting radiotherapy (RT) response in non-small cell lung cancer (NSCLC). This study aimed to investigate O-GlcNAc expression, glucose metabolism indicators, and their associations with RT response and prognosis in NSCLC.
Methods: We conducted a retrospective cohort study of 216 NSCLC patients who underwent RT and positron emission tomography-computed tomography (PET-CT) imaging. O-GlcNAc expression in pretreatment primary tumor specimens was evaluated by immunohistochemistry (IHC), and patients were categorized into high- and low-expression groups. All patients were matched for age, sex, diagnosis, and pathological stage. Clinical features were reviewed, and multivariable logistic regression was applied to analyze associations between O-GlcNAc levels and clinical parameters. The conditional logistic regression was used to calculate odds ratios (ORs) with 95% confidence intervals (CIs). Kaplan-Meier analysis was performed to evaluate the prognostic impact of O-GlcNAc expression. Pretreatment blood glucose levels and primary tumor glucose uptake [maximum standardized uptake value (SUVmax)] from PET-CT were also assessed, and correlation analyses were conducted to determine their relationships with RT response and survival outcomes.
Results: Low O-GlcNAc expression was independently associated with poor RT response (P=0.005; OR =2.47; 95% CI: 1.32-4.64) and significantly predicted shorter progression-free survival (PFS; log-rank P=0.049) and overall survival (OS; log-rank P=0.008). In contrast, blood glucose levels (P=0.59) and primary tumor SUVmax (P=0.38) showed no association with RT response, and neither blood glucose nor SUVmax correlated with PFS; however, high SUVmax was predictive of shorter OS (log-rank P=0.03).
Conclusions: High O-GlcNAc expression was a predictor of favorable RT response and improved PFS and OS in NSCLC patients.
{"title":"O-GlcNAcylation levels predict radiotherapy outcome in non-small cell lung cancer.","authors":"Xiaoliang Wang, Yujiao Ma, Ying Dong, Yanling Wang, Jupeng Yuan, Jinming Yu, Dawei Chen","doi":"10.21037/tlcr-2025-998","DOIUrl":"10.21037/tlcr-2025-998","url":null,"abstract":"<p><strong>Background: </strong>Limited evidence exists on the role of protein glycosylation, particularly O-GlcNAcylation (O-GlcNAc), in predicting radiotherapy (RT) response in non-small cell lung cancer (NSCLC). This study aimed to investigate O-GlcNAc expression, glucose metabolism indicators, and their associations with RT response and prognosis in NSCLC.</p><p><strong>Methods: </strong>We conducted a retrospective cohort study of 216 NSCLC patients who underwent RT and positron emission tomography-computed tomography (PET-CT) imaging. O-GlcNAc expression in pretreatment primary tumor specimens was evaluated by immunohistochemistry (IHC), and patients were categorized into high- and low-expression groups. All patients were matched for age, sex, diagnosis, and pathological stage. Clinical features were reviewed, and multivariable logistic regression was applied to analyze associations between O-GlcNAc levels and clinical parameters. The conditional logistic regression was used to calculate odds ratios (ORs) with 95% confidence intervals (CIs). Kaplan-Meier analysis was performed to evaluate the prognostic impact of O-GlcNAc expression. Pretreatment blood glucose levels and primary tumor glucose uptake [maximum standardized uptake value (SUVmax)] from PET-CT were also assessed, and correlation analyses were conducted to determine their relationships with RT response and survival outcomes.</p><p><strong>Results: </strong>Low O-GlcNAc expression was independently associated with poor RT response (P=0.005; OR =2.47; 95% CI: 1.32-4.64) and significantly predicted shorter progression-free survival (PFS; log-rank P=0.049) and overall survival (OS; log-rank P=0.008). In contrast, blood glucose levels (P=0.59) and primary tumor SUVmax (P=0.38) showed no association with RT response, and neither blood glucose nor SUVmax correlated with PFS; however, high SUVmax was predictive of shorter OS (log-rank P=0.03).</p><p><strong>Conclusions: </strong>High O-GlcNAc expression was a predictor of favorable RT response and improved PFS and OS in NSCLC patients.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5243-5256"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775701/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145934986","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: Real-world data on the application of trastuzumab deruxtecan (T-DXd) in human epidermal growth factor receptor 2 (HER2)-mutant non-small cell lung cancer (NSCLC) are scarce. This study observed the effectiveness and safety of T-DXd for the treatment of Chinese patients with HER2-mutant advanced NSCLC in the real-world setting.
Methods: This retrospective study was conducted at two centers in China. Clinical data were reviewed in patients who received T-DXd treatment. The primary outcomes were progression-free survival (PFS) and objective response rate (ORR).
Results: Between April 2023 and January 2025, 35 patients were included. All patients had stage IV lung adenocarcinoma. Median age was 58 years (range, 33-87 years), and 18 (51.4%) patients were female. All patients received T-DXd as second- or further-line treatment. Most patients [24 (68.6%)] had HER2 exon 20 mutations. With a median follow-up of 9.7 months (range, 2.0-22.1 months), the median PFS was 7.85 months [95% confidence interval (CI): 6.64-15.05]. ORR was 51.4% (95% CI: 34.0-68.6%). Patients with previous anti-angiogenic therapy (n=11) had numerically worse prognosis (median PFS, 6.37 months; ORR, 36.4%). Elderly patients (n=10) achieved PFS benefit (median, 7.18 months) and ORR (60.0%) similar to the total population. Adverse events (AEs) were reported in 23 (65.7%) patients, with the most common being fatigue [14 (40.0%)]. No grade ≥3 AEs occurred.
Conclusions: This study firstly supplements real-world evidence on T-DXd treatment in Chinese patients with previously treated HER2-mutant advanced NSCLC. The results preliminarily showed the favorable antitumor activity and acceptable safety profile of T-DXd in clinical practice.
{"title":"Real-world outcomes of trastuzumab deruxtecan as second- or further-line treatment in patients with <i>HER2</i>-mutant metastatic non-small cell lung cancer: a retrospective study.","authors":"Kuofang Huang, Zhihuang Hu, Shifei Pan, Jialin Qian, Xianghua Wu, Huijie Wang, Kai Wang, Haijiao Lu, Huishu Dong, Tianqing Chu, Jialei Wang","doi":"10.21037/tlcr-2025-916","DOIUrl":"10.21037/tlcr-2025-916","url":null,"abstract":"<p><strong>Background: </strong>Real-world data on the application of trastuzumab deruxtecan (T-DXd) in human epidermal growth factor receptor 2 (<i>HER2</i>)-mutant non-small cell lung cancer (NSCLC) are scarce. This study observed the effectiveness and safety of T-DXd for the treatment of Chinese patients with <i>HER2</i>-mutant advanced NSCLC in the real-world setting.</p><p><strong>Methods: </strong>This retrospective study was conducted at two centers in China. Clinical data were reviewed in patients who received T-DXd treatment. The primary outcomes were progression-free survival (PFS) and objective response rate (ORR).</p><p><strong>Results: </strong>Between April 2023 and January 2025, 35 patients were included. All patients had stage IV lung adenocarcinoma. Median age was 58 years (range, 33-87 years), and 18 (51.4%) patients were female. All patients received T-DXd as second- or further-line treatment. Most patients [24 (68.6%)] had <i>HER2</i> exon 20 mutations. With a median follow-up of 9.7 months (range, 2.0-22.1 months), the median PFS was 7.85 months [95% confidence interval (CI): 6.64-15.05]. ORR was 51.4% (95% CI: 34.0-68.6%). Patients with previous anti-angiogenic therapy (n=11) had numerically worse prognosis (median PFS, 6.37 months; ORR, 36.4%). Elderly patients (n=10) achieved PFS benefit (median, 7.18 months) and ORR (60.0%) similar to the total population. Adverse events (AEs) were reported in 23 (65.7%) patients, with the most common being fatigue [14 (40.0%)]. No grade ≥3 AEs occurred.</p><p><strong>Conclusions: </strong>This study firstly supplements real-world evidence on T-DXd treatment in Chinese patients with previously treated <i>HER2</i>-mutant advanced NSCLC. The results preliminarily showed the favorable antitumor activity and acceptable safety profile of T-DXd in clinical practice.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5208-5217"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775693/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935063","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}
Lung cancer represents one of the most prevalent malignant tumors and the leading cause of mortality from neoplastic diseases worldwide. Despite significant advancements of lung cancer treatment in recent years, thanks to advancements in technologies such as chemotherapy, targeted therapy, immunotherapy, and so on, the development of drug resistance in lung cancer remains a major challenge. Ferroptosis, dependent on iron and accompanied by lipid peroxidation, is a unique form of cell death. Strategies targeting ferroptosis, either by blocking antioxidant defense pathways or activating oxidative pathways, are usually aimed at killing cancer cells or boosting cancer therapy effectiveness. The regulation of ferroptosis entails synergistic interactions among multiple pathways. Core pathways, including the glutathione peroxidase 4 (GPX4)-glutathione (GSH) axis, iron metabolism pathway, lipid metabolism pathway, and non-coding RNAs, are all involved in modulating ferroptosis sensitivity. Here, we describe in detail the mechanisms of ferroptosis and elucidate its promising therapeutic role of modulating ferroptosis in countering lung cancer resistance to conventional therapies, such as chemotherapy, targeted therapy, immunotherapy, and photodynamic therapy. At the same time, we emphasize the challenges and prospect of translating these findings on the use of strategies aimed at reversing lung cancer resistance, and expect that our review will serve as a valuable reference for further research.
{"title":"Targeting ferroptosis to overcome drug resistance in lung cancer.","authors":"Pengfei Sheng, Jiang Jin, Hao Liu, Cien Sun, Yutao Chen, Xin Chen, Dehua Ma, Jianfei Shen","doi":"10.21037/tlcr-2025-915","DOIUrl":"10.21037/tlcr-2025-915","url":null,"abstract":"<p><p>Lung cancer represents one of the most prevalent malignant tumors and the leading cause of mortality from neoplastic diseases worldwide. Despite significant advancements of lung cancer treatment in recent years, thanks to advancements in technologies such as chemotherapy, targeted therapy, immunotherapy, and so on, the development of drug resistance in lung cancer remains a major challenge. Ferroptosis, dependent on iron and accompanied by lipid peroxidation, is a unique form of cell death. Strategies targeting ferroptosis, either by blocking antioxidant defense pathways or activating oxidative pathways, are usually aimed at killing cancer cells or boosting cancer therapy effectiveness. The regulation of ferroptosis entails synergistic interactions among multiple pathways. Core pathways, including the glutathione peroxidase 4 (GPX4)-glutathione (GSH) axis, iron metabolism pathway, lipid metabolism pathway, and non-coding RNAs, are all involved in modulating ferroptosis sensitivity. Here, we describe in detail the mechanisms of ferroptosis and elucidate its promising therapeutic role of modulating ferroptosis in countering lung cancer resistance to conventional therapies, such as chemotherapy, targeted therapy, immunotherapy, and photodynamic therapy. At the same time, we emphasize the challenges and prospect of translating these findings on the use of strategies aimed at reversing lung cancer resistance, and expect that our review will serve as a valuable reference for further research.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5509-5526"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775696/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935190","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: De novo post-transplant malignancy (PTM) is a significant complication after transplantation. Limited research exists on the incidence rates in recent lung transplant recipients (LTRs). This study aims to determine the risk spectrum of malignancies in LTRs and analyze their temporal evolution.
Methods: Data on 32,480 LTRs were extracted from the United States (U.S.) Organ Procurement Transplant Network/United Network for Organ Sharing (UNOS) database. We described the annual incidence rates and calculated the standardized incidence ratio (SIR).
Results: Among the 32,480 LTRs, the cancer incidence rate was 23.11%. The incidence of malignancies varied over time, initially increasing and then stabilizing in the first 10 years post-transplant. The overall incidence of cancers excluding non-melanoma skin cancer (NMSC) remained stable, with some tumors linked to viral infections being more common early on. Older age at transplantation and male gender were associated with higher cancer incidence risk. Besides cutaneous squamous cell carcinoma (cSCC) (n=3,706) and basal cell carcinoma (BCC) (n=1,054), the most common malignancies were lung cancer [n=580; incidence rate 455.55 per 100,000 person-years (PY); SIR =4.088] and non-Hodgkin lymphoma (NHL) (n=578; incidence rate 453.98 per 100,000 PY; SIR =13.266).
Conclusions: LTRs have a higher cancer risk compared to the general population. Targeted monitoring based on PTM occurrence patterns is necessary to prevent and detect tumors early. These findings assist in identifying high cancer incidence periods and guide predictions of tumor development.
背景:移植后新生恶性肿瘤(PTM)是移植术后重要的并发症。关于近期肺移植受者(LTRs)发病率的研究有限。本研究旨在确定ltr中恶性肿瘤的风险谱,并分析其时间演变。方法:从美国(U.S.)提取32,480例ltr数据。器官获取移植网络/器官共享联合网络(UNOS)数据库。我们描述了年发病率并计算了标准化发病率(SIR)。结果:32480例ltr中,肿瘤发生率为23.11%。恶性肿瘤的发病率随着时间的推移而变化,在移植后的前10年开始增加,然后趋于稳定。除非黑色素瘤皮肤癌(NMSC)外,癌症的总体发病率保持稳定,一些与病毒感染有关的肿瘤在早期更为常见。移植时年龄较大和男性与较高的癌症发病率相关。除皮肤鳞状细胞癌(3706例)和基底细胞癌(1054例)外,最常见的恶性肿瘤为肺癌[n=580;发病率455.55 / 10万人年(PY);SIR =4.088]和非霍奇金淋巴瘤(NHL) (n=578;发病率453.98 / 100,000 PY; SIR =13.266)。结论:与普通人群相比,ltr人群患癌症的风险更高。根据PTM的发生模式进行有针对性的监测是早期预防和发现肿瘤的必要条件。这些发现有助于确定癌症高发期和指导肿瘤发展的预测。
{"title":"Evaluating cancer risk profiles in lung transplant recipients.","authors":"Yanwei Lin, Jiaqin Zhang, Caikang Luo, Xin Xu, Yining Pan, Chao Yang, Guilin Peng, Xuanlin Zhang, Jie Zhang, Wenhua Liang, Jiang Shi, Jianxing He","doi":"10.21037/tlcr-2025-546","DOIUrl":"10.21037/tlcr-2025-546","url":null,"abstract":"<p><strong>Background: </strong>De novo post-transplant malignancy (PTM) is a significant complication after transplantation. Limited research exists on the incidence rates in recent lung transplant recipients (LTRs). This study aims to determine the risk spectrum of malignancies in LTRs and analyze their temporal evolution.</p><p><strong>Methods: </strong>Data on 32,480 LTRs were extracted from the United States (U.S.) Organ Procurement Transplant Network/United Network for Organ Sharing (UNOS) database. We described the annual incidence rates and calculated the standardized incidence ratio (SIR).</p><p><strong>Results: </strong>Among the 32,480 LTRs, the cancer incidence rate was 23.11%. The incidence of malignancies varied over time, initially increasing and then stabilizing in the first 10 years post-transplant. The overall incidence of cancers excluding non-melanoma skin cancer (NMSC) remained stable, with some tumors linked to viral infections being more common early on. Older age at transplantation and male gender were associated with higher cancer incidence risk. Besides cutaneous squamous cell carcinoma (cSCC) (n=3,706) and basal cell carcinoma (BCC) (n=1,054), the most common malignancies were lung cancer [n=580; incidence rate 455.55 per 100,000 person-years (PY); SIR =4.088] and non-Hodgkin lymphoma (NHL) (n=578; incidence rate 453.98 per 100,000 PY; SIR =13.266).</p><p><strong>Conclusions: </strong>LTRs have a higher cancer risk compared to the general population. Targeted monitoring based on PTM occurrence patterns is necessary to prevent and detect tumors early. These findings assist in identifying high cancer incidence periods and guide predictions of tumor development.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5335-5346"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775703/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935260","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: Lung cancer frequently presents with bilateral multiple pulmonary nodules (BMPNs), whose accurate intraoperative localization during surgery is challenging, making reliable preoperative localization essential. This retrospective study evaluates the safety and efficacy of electromagnetic navigation bronchoscopy-guided dye marking (ENBDM) compared with conventional computed tomography-guided percutaneous dye marking (CTPDM) for localizing BMPNs.
Methods: A retrospective cohort study was conducted on patients with BMPNs who underwent preoperative localization (either ENBDM or CTPDM) followed by video-assisted thoracoscopic surgery (VATS) between January 2020 and September 2024. Patients' characteristics, nodule features, localization procedural details, procedure-related complications, pain scores, and surgical outcomes were compared between the two groups.
Results: A total of 150 patients were evaluated, including 79 patients who underwent ENBDM for preoperative pulmonary nodule localization and 71 patients who underwent CTPDM. Compared to the computed tomography (CT) group, the ENB group localized smaller nodules {6 [interquartile range (IQR), 5-8] vs. 7 (IQR, 6-9) mm, P<0.001} while requiring less localization time [8 (IQR, 7-10.5) vs. 25 (IQR, 20.5-32) min, P<0.001]. The distance between the positioning points marked by ENB and CT and the pulmonary nodules showed no significant difference [12 (IQR, 10-15) vs. 11 (IQR, 6-18) mm, P=0.15]. The ENB group was not exposed to radiation (0 vs. 6.6±1.9, P<0.001). No procedure-related complications, such as pneumothorax, hemothorax, pulmonary hematoma, or other adverse events, were observed in the ENB group. Moreover, the post-procedure pain scores in the CT group were significantly higher than those in the ENB group (3.1±1.5 vs. 0, P<0.001).
Conclusions: For patients with BMPNs, ENB-guided localization achieved comparable accuracy to CT-guided localization, while offering significantly shorter localization times and a complete absence of complications. ENBDM represents a safe, efficient, and reliable method for preoperative localization of BMPNs.
背景:肺癌常表现为双侧多发肺结节(bmpn),术中准确定位具有挑战性,因此可靠的术前定位至关重要。本回顾性研究评估了电磁导航支气管镜引导下的染料标记(ENBDM)与传统计算机断层扫描引导下的经皮染料标记(CTPDM)定位bmpn的安全性和有效性。方法:对2020年1月至2024年9月期间接受术前定位(ENBDM或CTPDM)并进行视频辅助胸腔镜手术(VATS)的bmpn患者进行回顾性队列研究。比较两组患者的特征、结节特征、定位手术细节、手术相关并发症、疼痛评分和手术结果。结果:共评估了150例患者,其中79例术前行ENBDM进行肺结节定位,71例行CTPDM。与计算机断层扫描(CT)组相比,ENB组定位较小结节{6[四分位间距(IQR), 5-8] vs. 7 (IQR, 6-9) mm, Pvs. 25 (IQR, 20.5-32) min, Pvs. 11 (IQR, 6-18) mm, P=0.15]。结论:对于bmpn患者,ENB引导定位达到了与ct引导定位相当的准确性,同时提供了显着更短的定位时间和完全没有并发症。ENBDM是一种安全、有效、可靠的bmpn术前定位方法。
{"title":"Electromagnetic navigation bronchoscopy for localization of bilateral multiple pulmonary nodules: a comparative evaluation of safety and efficacy.","authors":"Chudong Wang, Jianwei Gao, Rui Wang, Zijian Li, Dixuan Zhang, Zhihao Jiang, YenZhir Tay, Jianxing He, Shuben Li","doi":"10.21037/tlcr-2025-920","DOIUrl":"10.21037/tlcr-2025-920","url":null,"abstract":"<p><strong>Background: </strong>Lung cancer frequently presents with bilateral multiple pulmonary nodules (BMPNs), whose accurate intraoperative localization during surgery is challenging, making reliable preoperative localization essential. This retrospective study evaluates the safety and efficacy of electromagnetic navigation bronchoscopy-guided dye marking (ENBDM) compared with conventional computed tomography-guided percutaneous dye marking (CTPDM) for localizing BMPNs.</p><p><strong>Methods: </strong>A retrospective cohort study was conducted on patients with BMPNs who underwent preoperative localization (either ENBDM or CTPDM) followed by video-assisted thoracoscopic surgery (VATS) between January 2020 and September 2024. Patients' characteristics, nodule features, localization procedural details, procedure-related complications, pain scores, and surgical outcomes were compared between the two groups.</p><p><strong>Results: </strong>A total of 150 patients were evaluated, including 79 patients who underwent ENBDM for preoperative pulmonary nodule localization and 71 patients who underwent CTPDM. Compared to the computed tomography (CT) group, the ENB group localized smaller nodules {6 [interquartile range (IQR), 5-8] <i>vs.</i> 7 (IQR, 6-9) mm, P<0.001} while requiring less localization time [8 (IQR, 7-10.5) <i>vs.</i> 25 (IQR, 20.5-32) min, P<0.001]. The distance between the positioning points marked by ENB and CT and the pulmonary nodules showed no significant difference [12 (IQR, 10-15) <i>vs.</i> 11 (IQR, 6-18) mm, P=0.15]. The ENB group was not exposed to radiation (0 <i>vs.</i> 6.6±1.9, P<0.001). No procedure-related complications, such as pneumothorax, hemothorax, pulmonary hematoma, or other adverse events, were observed in the ENB group. Moreover, the post-procedure pain scores in the CT group were significantly higher than those in the ENB group (3.1±1.5 <i>vs.</i> 0, P<0.001).</p><p><strong>Conclusions: </strong>For patients with BMPNs, ENB-guided localization achieved comparable accuracy to CT-guided localization, while offering significantly shorter localization times and a complete absence of complications. ENBDM represents a safe, efficient, and reliable method for preoperative localization of BMPNs.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5347-5356"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775700/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935288","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}
Pub Date : 2025-12-31Epub Date: 2025-12-29DOI: 10.21037/tlcr-2025-913
So-Yun Kim, Hyeong Seok Kang, Joo-Eun Lee, Hyun-Yi Kim, Min-Kyung Yeo, Chaeuk Chung
Background: Targeted therapies such as epidermal growth factor receptor (EGFR)-tyrosine kinase inhibitors (TKIs) have transformed the treatment of EGFR-mutant lung adenocarcinoma. However, distinguishing TKI-related adverse effects from coexisting systemic diseases can be challenging, especially when symptoms mimic known drug toxicities. Amyloidosis, a rare but serious condition characterized by abnormal protein deposition, may present with cardiac and renal dysfunction-features that overlap with reported toxicities of EGFR-TKIs. Early recognition and differentiation between drug-induced toxicity and systemic diseases like amyloidosis are crucial for accurate diagnosis and timely intervention.
Case description: A 67-year-old East Asian female with EGFR-mutant lung adenocarcinoma was treated with the first-generation EGFR-TKI gefitinib for five years following recurrence after surgery. She was subsequently switched to osimertinib, a third-generation EGFR-TKI, after identification of the T790M resistance mutation. Fifteen months after initiating osimertinib, she developed generalized edema, nephrotic-range proteinuria, and cardiac dysfunction. Initial assessments suggested drug-induced toxicity. Osimertinib was discontinued for several weeks, leading to a reduction in proteinuria without evidence of lung cancer progression. Given these findings, the treatment was cautiously switched to lazertinib. However, renal function deteriorated again shortly thereafter, necessitating the discontinuation of lazertinib as well. Kidney biopsy subsequently revealed amyloidosis with lambda light chain predominance, ultimately requiring hemodialysis. This case highlights the complexity of distinguishing drug-induced toxicity from unrelated but coexisting systemic diseases. While osimertinib-related cardiotoxicity is well recognized, the delayed onset of symptoms and lack of improvement with drug cessation suggested an alternative etiology. Biopsy-proven amyloidosis emphasized the need for thorough evaluation when clinical findings are atypical. Also, whole genome sequencing (WGS) could be helpful to distinguish drug toxicity from disease-related pathology.
Conclusions: When evaluating new symptoms in patients on targeted therapies, clinicians should not assume drug toxicity as the sole cause. A high index of suspicion for underlying systemic diseases, such as amyloidosis, is essential. Timely recognition and accurate diagnosis are critical to ensure appropriate and effective patient care.
{"title":"Diagnostic challenge of systemic amyloidosis mimicking EGFR-TKI toxicity in lung adenocarcinoma: a case report.","authors":"So-Yun Kim, Hyeong Seok Kang, Joo-Eun Lee, Hyun-Yi Kim, Min-Kyung Yeo, Chaeuk Chung","doi":"10.21037/tlcr-2025-913","DOIUrl":"10.21037/tlcr-2025-913","url":null,"abstract":"<p><strong>Background: </strong>Targeted therapies such as epidermal growth factor receptor (EGFR)-tyrosine kinase inhibitors (TKIs) have transformed the treatment of EGFR-mutant lung adenocarcinoma. However, distinguishing TKI-related adverse effects from coexisting systemic diseases can be challenging, especially when symptoms mimic known drug toxicities. Amyloidosis, a rare but serious condition characterized by abnormal protein deposition, may present with cardiac and renal dysfunction-features that overlap with reported toxicities of EGFR-TKIs. Early recognition and differentiation between drug-induced toxicity and systemic diseases like amyloidosis are crucial for accurate diagnosis and timely intervention.</p><p><strong>Case description: </strong>A 67-year-old East Asian female with EGFR-mutant lung adenocarcinoma was treated with the first-generation EGFR-TKI gefitinib for five years following recurrence after surgery. She was subsequently switched to osimertinib, a third-generation EGFR-TKI, after identification of the T790M resistance mutation. Fifteen months after initiating osimertinib, she developed generalized edema, nephrotic-range proteinuria, and cardiac dysfunction. Initial assessments suggested drug-induced toxicity. Osimertinib was discontinued for several weeks, leading to a reduction in proteinuria without evidence of lung cancer progression. Given these findings, the treatment was cautiously switched to lazertinib. However, renal function deteriorated again shortly thereafter, necessitating the discontinuation of lazertinib as well. Kidney biopsy subsequently revealed amyloidosis with lambda light chain predominance, ultimately requiring hemodialysis. This case highlights the complexity of distinguishing drug-induced toxicity from unrelated but coexisting systemic diseases. While osimertinib-related cardiotoxicity is well recognized, the delayed onset of symptoms and lack of improvement with drug cessation suggested an alternative etiology. Biopsy-proven amyloidosis emphasized the need for thorough evaluation when clinical findings are atypical. Also, whole genome sequencing (WGS) could be helpful to distinguish drug toxicity from disease-related pathology.</p><p><strong>Conclusions: </strong>When evaluating new symptoms in patients on targeted therapies, clinicians should not assume drug toxicity as the sole cause. A high index of suspicion for underlying systemic diseases, such as amyloidosis, is essential. Timely recognition and accurate diagnosis are critical to ensure appropriate and effective patient care.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5535-5544"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775704/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935351","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: Fluorine-18 fluorodeoxyglucose (18F-FDG) positron emission tomography (PET) is a useful modality for the diagnosis of various cancers; however, its role in predicting the therapeutic response to epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKIs) remains unclear. The effect of metabolic tumor activity on 18F-FDG accumulation was analyzed to evaluate the efficacy of osimertinib monotherapy in patients with non-small cell lung cancer (NSCLC) harboring activating EGFR mutations.
Methods: Sixty-eight patients who underwent 18F-FDG PET prior to osimertinib initiation were enrolled in this study. The maximum and peak standardized uptake values (SUVmax and SUVpeak), metabolic tumor volume (MTV), and total lesion glycolysis (TLG) all based on 18F-FDG uptake were evaluated to predict the efficacy and clinical outcomes of osimertinib monotherapy.
Results: Bone metastasis was significantly associated with high MTV and TLG values, whereas liver metastasis was associated with elevated values across all four parameters (SUVmax, SUVpeak, MTV, and TLG). Positive programmed death ligand-1 (PD-L1) expression was significantly associated with high SUVmax and SUVpeak values. The objective response rate was 61.8%, and grade 3 or higher adverse events occurred in 22.1% of the patients. There were no significant differences in the therapeutic efficacy or adverse events of osimertinib according to the uptake level of 18F-FDG. Univariate analysis identified performance status (PS) and MTV as significant predictors of progression-free survival (PFS) and overall survival (OS). Multivariate analysis of PFS identified MTV as a significant prognostic factor.
Conclusions: MTV is a significant marker for predicting outcomes after osimertinib monotherapy in patients with advanced NSCLC harboring EGFR mutations.
{"title":"Metabolic tumor volume on <sup>18</sup>F-fluorodeoxyglucose uptake as prognostic marker for osimertinib in patients with non-small cell lung cancer harboring sensitive EGFR mutation.","authors":"Kosuke Hashimoto, Kyoichi Kaira, Hisao Imai, Atsuto Mouri, Ou Yamaguchi, Ichiei Kuji, Hiroshi Kagamu","doi":"10.21037/tlcr-2025-787","DOIUrl":"10.21037/tlcr-2025-787","url":null,"abstract":"<p><strong>Background: </strong>Fluorine-18 fluorodeoxyglucose (<sup>18</sup>F-FDG) positron emission tomography (PET) is a useful modality for the diagnosis of various cancers; however, its role in predicting the therapeutic response to epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKIs) remains unclear. The effect of metabolic tumor activity on <sup>18</sup>F-FDG accumulation was analyzed to evaluate the efficacy of osimertinib monotherapy in patients with non-small cell lung cancer (NSCLC) harboring activating <i>EGFR</i> mutations.</p><p><strong>Methods: </strong>Sixty-eight patients who underwent <sup>18</sup>F-FDG PET prior to osimertinib initiation were enrolled in this study. The maximum and peak standardized uptake values (SUV<sub>max</sub> and SUV<sub>peak</sub>), metabolic tumor volume (MTV), and total lesion glycolysis (TLG) all based on <sup>18</sup>F-FDG uptake were evaluated to predict the efficacy and clinical outcomes of osimertinib monotherapy.</p><p><strong>Results: </strong>Bone metastasis was significantly associated with high MTV and TLG values, whereas liver metastasis was associated with elevated values across all four parameters (SUV<sub>max</sub>, SUV<sub>peak</sub>, MTV, and TLG). Positive programmed death ligand-1 (PD-L1) expression was significantly associated with high SUV<sub>max</sub> and SUV<sub>peak</sub> values. The objective response rate was 61.8%, and grade 3 or higher adverse events occurred in 22.1% of the patients. There were no significant differences in the therapeutic efficacy or adverse events of osimertinib according to the uptake level of <sup>18</sup>F-FDG. Univariate analysis identified performance status (PS) and MTV as significant predictors of progression-free survival (PFS) and overall survival (OS). Multivariate analysis of PFS identified MTV as a significant prognostic factor.</p><p><strong>Conclusions: </strong>MTV is a significant marker for predicting outcomes after osimertinib monotherapy in patients with advanced NSCLC harboring <i>EGFR</i> mutations.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5383-5392"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775706/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935040","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: Current neoadjuvant strategies for resectable epidermal growth factor receptor (EGFR)-mutation non-small cell lung cancer (NSCLC) yield suboptimal pathological responses, highlighting an unmet need for biologically targeted approaches. This study aimed to evaluate the effectiveness and safety of neoadjuvant BL-B01D1, a first-in-class EGFR/human EGFR 3 (HER3) bispecific antibody-drug conjugate combined with aumolertinib, a third EGFR-tyrosine kinase inhibitor, in individuals with resectable stage II-IIIB NSCLC harboring EGFR mutation.
Methods: This phase II, open-label, non-controlled, single-arm, dose escalation and dose expansion study will recruit 40 stage II-IIIB resectable NSCLC patients with EGFR mutation. The study will evaluate the efficacy and safety of neoadjuvant therapy combining BL-B01D1 with aumolertinib prior to surgery and aumolertinib adjuvant treatment post-surgery. The primary endpoint is pathological complete response and major pathological response at the time of resection. Secondary end points include objective response rate, event-free survival, disease-free survival, overall survival, and R0 resection rate in the neoadjuvant setting. Safety, tolerability and biomarkers will also be assessed.
Discussion: This protocol describes the methodology of study in order to identify neoadjuvant therapy of BL-B01D1 and aumolertinib for resectable stage II-IIIB NSCLC with EGFR mutation.
Trial registration: Clinicaltrials.gov identifier: NCT06951464. Registered on April 23, 2025. Protocol version: version 2.0, May 06, 2025.
{"title":"A study protocol of a single-arm, prospective, open-label, non-controlled, phase II study of neoadjuvant BL-B01D1 combined with aumolertinib in resectable stage II-IIIB non-small cell lung cancer patients with <i>EGFR</i> mutation.","authors":"Yue Chen, Jiandong Mei, Ge Gao, Benxia Zhang, Yanying Li, Zhiyu Peng, Chuan Li, Fanyi Gan, Qiang Pu, Chengwu Liu, Wenjie Yang, Lunxu Liu, Yongsheng Wang","doi":"10.21037/tlcr-2025-829","DOIUrl":"10.21037/tlcr-2025-829","url":null,"abstract":"<p><strong>Background: </strong>Current neoadjuvant strategies for resectable epidermal growth factor receptor (<i>EGFR</i>)-mutation non-small cell lung cancer (NSCLC) yield suboptimal pathological responses, highlighting an unmet need for biologically targeted approaches. This study aimed to evaluate the effectiveness and safety of neoadjuvant BL-B01D1, a first-in-class EGFR/human EGFR 3 (HER3) bispecific antibody-drug conjugate combined with aumolertinib, a third EGFR-tyrosine kinase inhibitor, in individuals with resectable stage II-IIIB NSCLC harboring <i>EGFR</i> mutation.</p><p><strong>Methods: </strong>This phase II, open-label, non-controlled, single-arm, dose escalation and dose expansion study will recruit 40 stage II-IIIB resectable NSCLC patients with <i>EGFR</i> mutation. The study will evaluate the efficacy and safety of neoadjuvant therapy combining BL-B01D1 with aumolertinib prior to surgery and aumolertinib adjuvant treatment post-surgery. The primary endpoint is pathological complete response and major pathological response at the time of resection. Secondary end points include objective response rate, event-free survival, disease-free survival, overall survival, and R0 resection rate in the neoadjuvant setting. Safety, tolerability and biomarkers will also be assessed.</p><p><strong>Discussion: </strong>This protocol describes the methodology of study in order to identify neoadjuvant therapy of BL-B01D1 and aumolertinib for resectable stage II-IIIB NSCLC with <i>EGFR</i> mutation.</p><p><strong>Trial registration: </strong>Clinicaltrials.gov identifier: NCT06951464. Registered on April 23, 2025. Protocol version: version 2.0, May 06, 2025.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5527-5534"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775699/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935174","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}
Pub Date : 2025-12-31Epub Date: 2025-12-29DOI: 10.21037/tlcr-2025-746
Nicolas Girard, Daniel Tan, Diego Cortinovis, Gilberto Lopes, Pei Jye Voon, Mesha Austin Taylor, Nadeem Ghali, Lin Zhan, Sheng Xu, Kirsha Naicker, Solange Peters
Background: Non-small cell lung cancer (NSCLC) is the leading cause of cancer mortality worldwide, with higher death rates in Asia than in Europe and North America. Programmed cell death protein-(ligand) 1 [PD-(L)1] inhibitors are effective in NSCLC treatment, but their comparative effectiveness in Asian vs. non-Asian populations is unclear. The aim of this systematic literature review (SLR) and meta-analysis was to assess the efficacy of PD-(L)1 inhibitor monotherapy or combination therapy (with platinum-based chemotherapy or cytotoxic T lymphocyte-associated protein 4 (CTLA-4) inhibitors as first-line (1L), second-line (2L), and later (2L+) treatment for locally advanced or metastatic NSCLC in Asian vs. non-Asian patients.
Methods: Multiregional randomized, controlled studies that included subgroup analyses for Asian patients by ethnicity or region were selected. Studies were excluded if the control arm was not platinum-based chemotherapy or if the primary population did not meet the criteria. Literature searches were undertaken from January 1, 2010, to October 25, 2024 and were performed using the Ovid SP® platform. Hazard ratios (HRs) for overall survival (OS) and progression-free survival (PFS) were extracted using random-effects models. Quality and bias were evaluated using the Cochrane Risk of Bias tool and funnel plot and Begg's test.
Results: 1,431 records were screened, and 1L (n=21) and 2L/2L+ (n=10) studies in 10,233 patients with locally advanced or metastatic squamous/non-squamous NSCLC were identified. OS favored 1L PD-(L)1 inhibitor monotherapy or combination therapy (plus platinum-based chemotherapy and/or CTLA-4 inhibitors) in both Asian [HR =0.70; 95% confidence interval (CI): 0.64-0.76] and non-Asian (HR =0.71; 95% CI: 0.65-0.77) patients. Similar findings were observed with PFS in Asian (HR =0.53; 95% CI: 0.47-0.59) and non-Asian (HR =0.58; 95% CI: 0.53-0.64) patients. 1L PD-(L)1 inhibitor monotherapy or combination therapy was extremely effective at improving OS in Asian (HR =0.50; 95% CI: 0.39-0.64) and non-Asian (HR =0.64; 95% CI: 0.55-0.76) patients with tumor cell PD-L1 expression ≥50%, and there was also a greater magnitude of effect on PFS in Asian (HR =0.38; 95% CI: 0.32-0.44) than non-Asian (HR =0.46; 95% CI: 0.37-0.56) patients with tumor cell PD-L1 expression ≥50%.
Conclusions: These data support the global use of PD-(L)1 inhibitors for Asian and non-Asian patients with 1L or 2L/2L+ locally advanced or metastatic NSCLC. However, it was not possible to assess outcomes in all subgroups due to lack of data (e.g., wider PD-L1 subgroups, genetic profiles), warranting further studies by ethnicity.
{"title":"A systematic literature review and meta-analysis on the efficacy and safety of PD-(L)1 inhibitors for the first- and second-line treatment of locally advanced or metastatic non-small cell lung cancer in Asian and non-Asian patients.","authors":"Nicolas Girard, Daniel Tan, Diego Cortinovis, Gilberto Lopes, Pei Jye Voon, Mesha Austin Taylor, Nadeem Ghali, Lin Zhan, Sheng Xu, Kirsha Naicker, Solange Peters","doi":"10.21037/tlcr-2025-746","DOIUrl":"10.21037/tlcr-2025-746","url":null,"abstract":"<p><strong>Background: </strong>Non-small cell lung cancer (NSCLC) is the leading cause of cancer mortality worldwide, with higher death rates in Asia than in Europe and North America. Programmed cell death protein-(ligand) 1 [PD-(L)1] inhibitors are effective in NSCLC treatment, but their comparative effectiveness in Asian <i>vs</i>. non-Asian populations is unclear. The aim of this systematic literature review (SLR) and meta-analysis was to assess the efficacy of PD-(L)1 inhibitor monotherapy or combination therapy (with platinum-based chemotherapy or cytotoxic T lymphocyte-associated protein 4 (CTLA-4) inhibitors as first-line (1L), second-line (2L), and later (2L+) treatment for locally advanced or metastatic NSCLC in Asian <i>vs</i>. non-Asian patients.</p><p><strong>Methods: </strong>Multiregional randomized, controlled studies that included subgroup analyses for Asian patients by ethnicity or region were selected. Studies were excluded if the control arm was not platinum-based chemotherapy or if the primary population did not meet the criteria. Literature searches were undertaken from January 1, 2010, to October 25, 2024 and were performed using the Ovid SP<sup>®</sup> platform. Hazard ratios (HRs) for overall survival (OS) and progression-free survival (PFS) were extracted using random-effects models. Quality and bias were evaluated using the Cochrane Risk of Bias tool and funnel plot and Begg's test.</p><p><strong>Results: </strong>1,431 records were screened, and 1L (n=21) and 2L/2L+ (n=10) studies in 10,233 patients with locally advanced or metastatic squamous/non-squamous NSCLC were identified. OS favored 1L PD-(L)1 inhibitor monotherapy or combination therapy (plus platinum-based chemotherapy and/or CTLA-4 inhibitors) in both Asian [HR =0.70; 95% confidence interval (CI): 0.64-0.76] and non-Asian (HR =0.71; 95% CI: 0.65-0.77) patients. Similar findings were observed with PFS in Asian (HR =0.53; 95% CI: 0.47-0.59) and non-Asian (HR =0.58; 95% CI: 0.53-0.64) patients. 1L PD-(L)1 inhibitor monotherapy or combination therapy was extremely effective at improving OS in Asian (HR =0.50; 95% CI: 0.39-0.64) and non-Asian (HR =0.64; 95% CI: 0.55-0.76) patients with tumor cell PD-L1 expression ≥50%, and there was also a greater magnitude of effect on PFS in Asian (HR =0.38; 95% CI: 0.32-0.44) than non-Asian (HR =0.46; 95% CI: 0.37-0.56) patients with tumor cell PD-L1 expression ≥50%.</p><p><strong>Conclusions: </strong>These data support the global use of PD-(L)1 inhibitors for Asian and non-Asian patients with 1L or 2L/2L+ locally advanced or metastatic NSCLC. However, it was not possible to assess outcomes in all subgroups due to lack of data (e.g., wider PD-L1 subgroups, genetic profiles), warranting further studies by ethnicity.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5305-5322"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775713/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935206","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}
Pub Date : 2025-12-31Epub Date: 2025-12-29DOI: 10.21037/tlcr-2025-970
Wenjing Deng, Lijuan Pan, Haolin Wang, Yulong Liu, Xuelian Peng, Chunyan Yang, Jin Li, Baoru Han
Background: Primary bronchogenic lung cancer (PBLC) poses a serious threat to human health with its high mortality rate largely attributed to challenges in reliable early detection. Hence, the early identification of PBLC is essential for subsequent patient treatment. Machine learning (ML) models that utilize accessible data, such as routine blood tests and tumor markers, present a promising approach for enhancing early screening rates. This study aims to construct an ML prediction model based on the combined analysis of routine blood tests and tumor markers and to establish an early intelligent screening platform for PBLC through systematic integration and development of technology so as to improve the early screening rate of PBLC.
Methods: This study used samples from the PBLC group and the healthy control (HC) group from 2018 to 2023 (n=1,054). Data from The Affiliated Dazu's Hospital of Chongqing Medical University were used for model construction and internal validation (n=767), and data from the Chongqing Dazu District People's Hospital Medical Community were used for external validation (n=287). After feature selection using the least absolute shrinkage and selection operator (LASSO) algorithm, 14 features were selected, including routine blood tests and tumor markers. Subsequently, 10 ML models were used to establish prediction models using eight evaluation metrics, including accuracy, sensitivity, specificity, and area under the curve (AUC), to develop an early PBLC prediction tool.
Results: Among multiple ML models for early prediction of PBLC in patients, the Xtreme Gradient Boosting (XGBoost) model achieved an AUC above 0.980 in both internal and external validation. Basophils, lymphocytes, and carcinoembryonic antigen (CEA) ranked highest in feature importance for early PBLC prediction, suggesting that the indicators from routine blood tests and tumor markers jointly influence the predictive performance, thereby underscoring the practicality of integrating these two types of indicators in model development.
Conclusions: The ML models developed possess substantial application value in the early screening of PBLC, which is beneficial for the prompt detection and treatment of individuals diagnosed with PBLC.
{"title":"Development and validation of machine learning models based on blood routine tests and tumor markers in early screening of primary bronchogenic lung cancer.","authors":"Wenjing Deng, Lijuan Pan, Haolin Wang, Yulong Liu, Xuelian Peng, Chunyan Yang, Jin Li, Baoru Han","doi":"10.21037/tlcr-2025-970","DOIUrl":"10.21037/tlcr-2025-970","url":null,"abstract":"<p><strong>Background: </strong>Primary bronchogenic lung cancer (PBLC) poses a serious threat to human health with its high mortality rate largely attributed to challenges in reliable early detection. Hence, the early identification of PBLC is essential for subsequent patient treatment. Machine learning (ML) models that utilize accessible data, such as routine blood tests and tumor markers, present a promising approach for enhancing early screening rates. This study aims to construct an ML prediction model based on the combined analysis of routine blood tests and tumor markers and to establish an early intelligent screening platform for PBLC through systematic integration and development of technology so as to improve the early screening rate of PBLC.</p><p><strong>Methods: </strong>This study used samples from the PBLC group and the healthy control (HC) group from 2018 to 2023 (n=1,054). Data from The Affiliated Dazu's Hospital of Chongqing Medical University were used for model construction and internal validation (n=767), and data from the Chongqing Dazu District People's Hospital Medical Community were used for external validation (n=287). After feature selection using the least absolute shrinkage and selection operator (LASSO) algorithm, 14 features were selected, including routine blood tests and tumor markers. Subsequently, 10 ML models were used to establish prediction models using eight evaluation metrics, including accuracy, sensitivity, specificity, and area under the curve (AUC), to develop an early PBLC prediction tool.</p><p><strong>Results: </strong>Among multiple ML models for early prediction of PBLC in patients, the Xtreme Gradient Boosting (XGBoost) model achieved an AUC above 0.980 in both internal and external validation. Basophils, lymphocytes, and carcinoembryonic antigen (CEA) ranked highest in feature importance for early PBLC prediction, suggesting that the indicators from routine blood tests and tumor markers jointly influence the predictive performance, thereby underscoring the practicality of integrating these two types of indicators in model development.</p><p><strong>Conclusions: </strong>The ML models developed possess substantial application value in the early screening of PBLC, which is beneficial for the prompt detection and treatment of individuals diagnosed with PBLC.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 12","pages":"5431-5446"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12775691/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145935292","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}