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Interplay Between ERK1/2 Signaling Pathway and Estradiol Receptor Modulates ER Targeted Genes Involved in Progression of Estrogen Responsive Breast Cancers. ERK1/2信号通路与雌二醇受体的相互作用调控雌激素受体靶基因参与雌激素反应性乳腺癌的进展
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-10-01 Epub Date: 2025-09-29 DOI: 10.1080/07357907.2025.2563715
Rajeshwari H Patil, Kavya K, Naveen Kumar M, Paturu Kondaiah

Breast cancer is a leading global health concern, while the endocrine resistance in breast cancer poses a critical challenge, directly undermining the long-term effectiveness of hormone therapies and significantly impacting patient survival and treatment outcomes. Hence, the present study aims to elucidate the non-genomic mechanism of ERK1/2 signalling pathway, in conjunction with ER and GPR30 receptors involved in regulation of breast cancer progression in MCF-7 and T47D cells. We assessed cell proliferation using MTT and Trypan blue assays, expression studies by reverse transcription quantitative PCR and western blot analysis, the migratory abilities of cells by scratch-wound healing assay. Our results revealed significant down (90%) regulation of E2-induced ERK phosphorylation, inturn suppression of proliferation rate by 30% and migration by 35% using small molecular inhibitors of ERK in MCF-7 and T47D cells confirming ERK as the central direct target for breast cancer proliferation and development. Collectively, our results suggest that E2-induced 1.5-fold upregulation of phospho ERK1/2 expression promotes breast cancer cell proliferation and migration via a Src/EGFR/ERK pathway. These findings provide a novel strategy of combining endocrine therapy with targeted agents (ERK inhibitors), a cornerstone in managing endocrine-resistant condition, delaying progression and improving outcomes in the treatment of breast cancer.

乳腺癌是一个主要的全球健康问题,而乳腺癌的内分泌抵抗构成了一个重大挑战,直接破坏了激素疗法的长期有效性,并严重影响了患者的生存和治疗结果。因此,本研究旨在阐明ERK1/2信号通路联合ER和GPR30受体参与MCF-7和T47D细胞乳腺癌进展调控的非基因组机制。我们用MTT和台盼蓝法检测细胞增殖,用反转录定量PCR和western blot分析细胞表达,用抓伤愈合法检测细胞迁移能力。我们的研究结果显示,在MCF-7和T47D细胞中,使用ERK小分子抑制剂,e2诱导的ERK磷酸化显著下调(90%),进而抑制了30%的增殖率和35%的迁移率,证实了ERK是乳腺癌增殖和发展的中心直接靶点。总的来说,我们的研究结果表明e2诱导的磷酸化ERK1/2表达上调1.5倍,通过Src/EGFR/ERK途径促进乳腺癌细胞的增殖和迁移。这些发现提供了一种将内分泌治疗与靶向药物(ERK抑制剂)相结合的新策略,是管理内分泌抵抗性疾病、延缓进展和改善乳腺癌治疗结果的基石。
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引用次数: 0
Early Changes in Lymphocyte/Monocyte Ratio on Treatment as a Prognostic Marker to Predict Overall Survival in Patients with Advanced Cancer Treated with Immune Checkpoint Inhibitors. 淋巴细胞/单核细胞比例在免疫检查点抑制剂治疗中作为预测晚期癌症患者总生存的预后标志物的早期变化
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-10-01 Epub Date: 2025-10-10 DOI: 10.1080/07357907.2025.2557004
Sandip H Patel, Songzhu Zhao, Mingjia Li, Lai Wei, Marium Husain, Daniel Spakowicz, Madison Grogan, Andrew Johns, Jarred Burkart, Asrar Alahmadi, Gabrielle Lopez, Kai He, Erin M Bertino, Peter G Shields, David P Carbone, Claire F Verschraegen, Gregory A Otterson, Kari Kendra, Carolyn J Presley, Dwight H Owen

Background: A low absolute lymphocyte/monocyte ratio (LMR) in the peripheral blood is associated with poor prognosis in various cancers; however, its role as a predictive biomarker has not been well defined in the era of treatment with immune checkpoint inhibitors (ICIs).

Methods: We queried a database of advanced cancer patients treated with at least 1 dose of ICI from 2011 to 2019 to study the association of LMR with overall survival (OS). We calculated LMR at baseline and a median of 21 days after the first cycle of ICI (on-treatment LMR) and considered it low if < 2 and high if ≥ 2. OS was calculated from the initiation of ICI to the date of death or censored at the last follow-up.

Results: We identified 1077 patients treated with ICI, including 880 patients with both baseline and on-treatment assessment of LMR. Patients with low baseline LMR had shorter median OS of 8.8 months (95% CI 7.8-10.3) compared to patients with high baseline LMR (19.4 months [95% CI 16.1-21.7], P < 0.0001). Patients with low baseline LMR whose on-treatment LMR increased to high had longer median OS compared to those whose on-treatment LMR remained low (16.8 vs 7.8 months, P < 0.002). Patients with high baseline LMR whose on-treatment LMR remained high had longer median OS compared to patients with low on-treatment LMR (23.9 vs 9.2 months, P < 0.001). In multivariable analysis, high on-treatment LMR was most highly associated with fewer deaths compared to low on-treatment LMR, regardless of baseline LMR.

Conclusions: We observed that baseline LMR, as well as change in LMR from baseline after the first cycle of ICI were associated with OS in cancer patients treated with ICI.

背景:外周血淋巴细胞/单核细胞绝对比值(LMR)低与各种癌症的不良预后有关;然而,在使用免疫检查点抑制剂(ICIs)治疗的时代,其作为预测性生物标志物的作用尚未得到很好的定义。方法:我们查询了2011年至2019年接受至少1剂ICI治疗的晚期癌症患者的数据库,以研究LMR与总生存期(OS)的关系。我们计算了基线LMR和第一周期ICI后21天的中位LMR(治疗期LMR),如果< 2则认为LMR为低,如果≥2则认为LMR为高。OS从ICI开始计算至死亡日期或在最后一次随访时审查。结果:我们确定了1077例接受ICI治疗的患者,包括880例基线和治疗时LMR评估的患者。与基线LMR较高的患者(19.4个月[95% CI 16.1-21.7])相比,基线LMR较低的患者的中位生存期较短,为8.8个月(95% CI 7.8-10.3)。结论:我们观察到基线LMR以及第一周期ICI后LMR较基线的变化与接受ICI治疗的癌症患者的生存期相关。
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引用次数: 0
Selection of Criteria in the Diagnosis Approach of Paraneoplastic Fever in Adults With Solid Neoplasia Using a Delphi Method. 用德尔菲法选择成人实体瘤伴副瘤热诊断标准。
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-10-01 Epub Date: 2025-09-30 DOI: 10.1080/07357907.2025.2561037
Matthieu Bainaud, Arnaud Saillant, Nicolas Isambert, Mathieu Puyade, Clément Beuvon

Purpose: Paraneoplastic fever (PF) is an exclusion diagnosis that affects around 10% of patients in oncology, combining fever of unknown origin and the presence of cancer. There is no consensus or guidelines in the literature about the minimum criteria required for the diagnosis of (PF). The objective of this survey was to select clinical and paraclinical criteria to establish the diagnosis of PF.

Methods: After a review of the literature, 23 categories and 48 items were set up in an online survey. A two-round Delphi questionnaire survey was carried out from May to August 2021 with the participation of experts in several specialties in France and abroad.

Results: Thirty-seven and 33 experts responded in the first and second rounds respectively. Nine items obtained consensus. Among them, the need to rule out suspected infection by a directed bacteriological statement, an up-to-date imaging and doppler ultrasound of the lower limbs was highly consensual. No biological criteria were retained. Thirty-six propositions did not reach consensus and five were considered useless in this setting.

Conclusion: The 9 selected criteria confirm the importance to eliminating differential fever aetiologies whereas no specific clinical or biological markers were retained. This survey constitute the first consensus of experts in this field.

目的:副肿瘤热(PF)是一种排除性诊断,影响约10%的肿瘤患者,结合不明原因的发热和癌症的存在。关于(PF)诊断所需的最低标准,文献中没有共识或指南。本调查的目的是选择临床和临床旁的标准来建立对前列腺癌的诊断。方法:在查阅文献的基础上,建立了23个类别和48个项目的在线调查。2021年5月至8月,在法国和国外多个专业专家的参与下,进行了两轮德尔菲问卷调查。结果:第一轮和第二轮分别有37名和33名专家回答。9项议题达成共识。其中,需要排除疑似感染的指导细菌学声明,最新的成像和多普勒超声下肢是高度一致的。没有保留生物学标准。36项提案没有达成协商一致意见,其中5项被认为是无用的。结论:所选的9项诊断标准在未保留特异性临床或生物学标志物的情况下,证实了排除发热病因的重要性。这项调查构成了这一领域专家的第一个共识。
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引用次数: 0
Epidemiological Trends and Disease Burden of Multiple Myeloma in the Middle-Aged and Elderly Population: A Global Study from 1990 to 2021. 中老年人群多发性骨髓瘤的流行病学趋势和疾病负担:一项1990年至2021年的全球研究
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-10-01 Epub Date: 2025-10-20 DOI: 10.1080/07357907.2025.2573084
Yuecan Chen, Yanjie Jiang, Yehan Xu, Yucao Ma, Wenjing Yao, Haosen Wang, Yiheng Lu, Qinhan Cao, Xin Zhang, Liyuan Peng, Yaling Tang, Yuxin Cheng, Ruhua Ren, Xinyi Chen, Haiyan Lang

Background: The burden of multiple myeloma (MM) in middle-aged and older adults is rising with global aging. This study aimed to assess the global burden and trends of MM from 1990 to 2021, focusing on morbidity, mortality, and disability-adjusted life years (DALYs).

Methods: Data from the Global Burden of Disease (GBD) 2021 were used, stratified by region, age, and sex. The study focused on individuals over 55 years of age. Trends were analyzed using age-standardized annual percentage change (EAPC) and Bayesian age-partitioned cohort (BAPC) models.

Results: From 1990 to 2021, MM cases, deaths, and DALYs doubled in middle-aged and older adults. Age-standardized incidence, mortality, and DALYs showed significant upward trends. Intermediate socio demographic index (SDI) regions had the highest increase in incidence (2.27 per year). The USA accounted for 20% of the global burden. The disease burden peaked in those aged 65-74. Projections suggest a potential decline in global MM burden by 2050.

Conclusions: MM has become a significant global health burden, with notable regional, gender, and age variations. Targeted strategies are crucial for improving prognosis, particularly in elderly populations.

背景:随着全球老龄化,中老年人多发性骨髓瘤(MM)的负担正在上升。本研究旨在评估1990年至2021年MM的全球负担和趋势,重点关注发病率、死亡率和残疾调整生命年(DALYs)。方法:使用全球疾病负担(GBD) 2021的数据,按地区、年龄和性别分层。这项研究主要针对55岁以上的人。采用年龄标准化年百分比变化(EAPC)和贝叶斯年龄划分队列(BAPC)模型分析趋势。结果:从1990年到2021年,中老年人MM病例、死亡和DALYs增加了一倍。年龄标准化发病率、死亡率和伤残调整生命年呈显著上升趋势。中等社会人口指数(SDI)地区的发病率增幅最大,为2.27例/年。美国占全球负担的20%。疾病负担在65-74岁之间达到高峰。预测表明,到2050年全球MM负担可能会下降。结论:MM已成为重大的全球健康负担,具有显著的区域、性别和年龄差异。有针对性的策略对于改善预后至关重要,特别是在老年人群中。
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引用次数: 0
Machine Learning-Based Prognostic Model for Gastric Cancer Using Integrated Multi-Omics Data. 基于机器学习的综合多组学数据胃癌预后模型。
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-10-01 Epub Date: 2025-10-20 DOI: 10.1080/07357907.2025.2575909
Minyue Shou, Yuqing Liu, Yongqian Shu

Gastric cancer (GC) prognosis remains suboptimally defined by conventional clinicopathological parameters, necessitating integrative multi-omics approaches to unravel molecular heterogeneity. This study established a robust multi-omics prognostic framework through synergistic analysis of transcriptomic, epigenomic, and clinical data from 108 GC patients. Genome-wide expression profiling and methylation array analysis identified 1,243 survival-associated transcripts and 8,742 prognostic CpG sites, with cross-omics integration via similarity network fusion revealing three molecular subtypes exhibiting distinct clinical trajectories. The aggressive Subtype 3 demonstrated a 2.87-fold increased mortality risk compared to the favorable Subtype 1, independent of age and tumor stage. A LASSO-derived prognostic signature integrating eight gene expression markers, nine methylation loci, and three clinical parameters achieved superior discrimination (C-index: 0.786 [95% CI: 0.748-0.824], compared to 0.687-0.752 in unimodal models) and 19-28% improvement in time-dependent AUC metrics. The multi-optimized nomogram incorporating molecular risk scores with conventional predictors demonstrated strong calibration (slope 0.967) and clinical utility across validation cohorts (C-index 0.742), significantly outperforming existing stratification systems. Functional characterization revealed subtype-specific enrichment in cell cycle dysregulation and immune evasion pathways, obtaining CDK/PI3K inhibitors as potential therapeutic targets. These findings establish multi-omics integration as a novel strategy for prognostic refinement and precision therapy guidance in GC.

胃癌(GC)的预后仍然是由传统的临床病理参数定义的次优预后,需要综合多组学方法来揭示分子异质性。本研究通过对108例胃癌患者的转录组学、表观基因组学和临床数据的协同分析,建立了一个强大的多组学预后框架。全基因组表达谱和甲基化阵列分析鉴定了1243个与生存相关的转录本和8742个预后CpG位点,通过相似性网络融合进行交叉组学整合,揭示了三种具有不同临床轨迹的分子亚型。与年龄和肿瘤分期无关,侵袭性亚型3的死亡风险比有利亚型1增加2.87倍。lasso衍生的预后特征整合了8个基因表达标记,9个甲基化位点和3个临床参数,获得了更好的区分(C-index: 0.786 [95% CI: 0.748-0.824],而单峰模型为0.687-0.752),时间依赖性AUC指标改善19-28%。结合分子风险评分和传统预测因子的多重优化nomogram显示出很强的校准性(斜率0.967)和跨验证队列的临床实用性(C-index 0.742),显著优于现有的分层系统。功能表征显示在细胞周期失调和免疫逃避途径中亚型特异性富集,获得CDK/PI3K抑制剂作为潜在的治疗靶点。这些发现建立了多组学整合作为胃癌预后改进和精确治疗指导的新策略。
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引用次数: 0
BMP2 Pan-Cancer Analysis in Multiple Tumor Types of TCGA Datasets. TCGA数据集中多种肿瘤类型的BMP2泛癌分析。
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-10-01 Epub Date: 2025-10-20 DOI: 10.1080/07357907.2025.2559405
Fangran Liu, Paul David Blakeley, Ka Chun Wu, Victor Lee, Patrick Ho Yu Chung

Background: Bone morphogenetic protein 2 (BMP2) is essential for bone development and repair in vertebrates. Its role in tumorigenesis and progression remains incompletely characterized.

Method: Using the Cancer Genome Atlas (TCGA) and bioinformatic tools, we analyzed BMP2 expression, prognostic relevance, genetic alterations, immune infiltration, and signaling pathways across 33 tumor types.

Results: BMP2 exhibited elevated expression in tumor tissues of cholangiocarcinoma (CHOL), glioblastoma (GBM), head and neck squamous cell carcinoma (HNSC), kidney renal clear cell carcinoma (KIRC), and liver hepatocellular carcinoma (LIHC) patients, but reduced expression in 10 other cancers. High BMP2 expression correlated with reduced overall survival (OS) in esophageal carcinoma (ESCA), LIHC, lung squamous cell carcinoma (LUSC), pancreatic adenocarcinoma (PAAD), and thyroid carcinoma (THCA) patients, and shorter disease-free survival (DFS) in uveal melanoma (UVM) patients. BMP2 mutations and amplifications were frequent in diffuse large B-cell lymphoma (DLBC), skin cutaneous melanoma (SKCM), and uterine corpus endometrial carcinoma (UCEC). BMP2 expression positively correlated with cancer-associated fibroblast (CAF) infiltration and interacts physically with ACVR2A, BMP4, BMPR1A/B, BMPR2, CALR, and HSPA5. Pathway analysis implicated transforming growth factor-beta (TGF-β) signaling pathway.

Conclusions: BMP2 expressions and alterations have tissue-specific prognostic implications. BMP2 may serve as a biomarker and therapeutic target in specific tumors via TGF-β signaling modulation.

背景:骨形态发生蛋白2 (Bone morphogenetic protein 2, BMP2)在脊椎动物骨骼发育和修复中起着至关重要的作用。它在肿瘤发生和进展中的作用尚未完全确定。方法:利用肿瘤基因组图谱(TCGA)和生物信息学工具,我们分析了33种肿瘤类型中BMP2的表达、预后相关性、遗传改变、免疫浸润和信号通路。结果:BMP2在胆管癌(CHOL)、胶质母细胞瘤(GBM)、头颈部鳞状细胞癌(HNSC)、肾透明细胞癌(KIRC)和肝肝细胞癌(LIHC)患者的肿瘤组织中表达升高,而在其他10种癌症中表达降低。BMP2高表达与食管癌(ESCA)、LIHC、肺鳞状细胞癌(LUSC)、胰腺腺癌(PAAD)和甲状腺癌(THCA)患者总生存期(OS)降低相关,与葡萄膜黑色素瘤(UVM)患者无病生存期(DFS)缩短相关。BMP2突变和扩增在弥漫性大b细胞淋巴瘤(DLBC)、皮肤黑色素瘤(SKCM)和子宫体子宫内膜癌(UCEC)中很常见。BMP2表达与癌相关成纤维细胞(CAF)浸润呈正相关,并与ACVR2A、BMP4、BMPR1A/B、BMPR2、CALR和HSPA5相互作用。途径分析涉及转化生长因子-β (TGF-β)信号通路。结论:BMP2的表达和改变具有组织特异性的预后意义。BMP2可能通过TGF-β信号调节作为特定肿瘤的生物标志物和治疗靶点。
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引用次数: 0
Examining the Direct and Indirect Effects of Socioeconomic Status on Colorectal Cancer Using Structural Equation Modeling. 利用结构方程模型研究社会经济地位对结直肠癌的直接和间接影响。
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-10-01 Epub Date: 2025-10-20 DOI: 10.1080/07357907.2025.2570382
Jing Zhao, Keming Zhang, Yun Zhu, John R Mclaughlin, Patrick S Parfrey, Peizhong Peter Wang

The direct and indirect effects of socioeconomic status (SES) on colorectal cancer (CRC) were examined using structural equation modeling in a case-control study with 488 CRCs and 651 controls. SES was measured by education, income and resident region. SES (odds ratio (OR)=0.89), age (OR = 1.03), processed meat intake (OR = 1.08), lack of CRC screening (OR = 2.67), smoking (OR = 1.85) and family history (OR = 1.06) were significantly associated with CRC risk. SES had a direct effect on CRC risk (β = -0.05). An indirect effect of SES on CRC also existed which was mediated by processed meat intake (β = -0.02), vegetable intake (β = -0.01), CRC screening uptake (β = -0.02), and smoking (β = -0.02).

在488例结直肠癌和651例对照的病例对照研究中,使用结构方程模型研究了社会经济地位(SES)对结直肠癌(CRC)的直接和间接影响。社会经济地位以教育程度、收入和居住地区来衡量。社会经济地位(优势比(OR)=0.89)、年龄(OR = 1.03)、加工肉类摄入量(OR = 1.08)、缺乏CRC筛查(OR = 2.67)、吸烟(OR = 1.85)和家族史(OR = 1.06)与CRC风险显著相关。SES对结直肠癌风险有直接影响(β = -0.05)。SES对结直肠癌也存在间接影响,其介导因子为加工肉制品摄取量(β = -0.02)、蔬菜摄取量(β = -0.01)、结直肠癌筛查摄取量(β = -0.02)和吸烟(β = -0.02)。
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引用次数: 0
AURKA Enhances Antitumor Immunity by Activating CD4+ T Cell Proliferation in Colorectal Cancer. AURKA通过激活结直肠癌CD4+ T细胞增殖增强抗肿瘤免疫。
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-10-01 Epub Date: 2025-09-25 DOI: 10.1080/07357907.2025.2559403
Yidong Xu, Wei Wang, Jiazi Yu, Jianpei Zhao, Xiaoyu Dai, Zhongchen Liu

Introduction: Colorectal cancer (CRC) ranks third globally in cancer incidence. Aurora Kinase A (AURKA) critically regulates tumor proliferation and microenvironment, yet its dual CRC roles remain unclear.

Methods: We integrated bulk RNA-seq, scRNA-seq, and 10x Visium spatial transcriptomics to profile AURKA. Immune infiltration was assessed via CIBERSORT/ssGSEA. Clinical validation used IHC/HE staining. Immunotherapy associations were tested in ICB cohorts and murine models.

Results: Pan-cancer analysis showed CRC-specific AURKA prognostic value (p < 0.05). High AURKA correlated with prolonged OS (median 68 vs 42 months; log-rank P = 0.034), conventional adenocarcinoma (p < 0.001), left-sided tumors (p < 0.001), and absent perineural invasion (p = 0.041). Pathway analyses linked AURKA to cell cycle (G2/M checkpoint) and immune pathways (IL-2/STAT5). Spatial transcriptomics identified peritumoral niches (clusters 6/7/12) co-expressing AURKA, CD4, MKI67, and immune-activation markers (HLA-DRB1, CXCL10). IHC confirmed AURKA-CD4 + T-cell correlation (R = 0.66, p < 0.05). scRNA-seq revealed AURKA dominance in proliferating T cells. High AURKA predicted anti-PD-1 response (HR = 0.44, p = 0.003) and CD4+ memory T-cell expansion in murine models.

Conclusion: AURKA dually regulates tumor proliferation and immune engagement. Its spatial enrichment in T-cell niches supports its use as an immunotherapy biomarker.

导读:结直肠癌(Colorectal cancer, CRC)在全球癌症发病率中排名第三。极光激酶A (Aurora Kinase A, AURKA)对肿瘤增殖和微环境有重要调控作用,但其在结直肠癌中的双重作用尚不清楚。方法:我们整合了bulk RNA-seq, scRNA-seq和10x Visium空间转录组学来分析AURKA。通过CIBERSORT/ssGSEA评估免疫浸润。临床验证采用免疫组化/HE染色。在ICB队列和小鼠模型中测试了免疫治疗的相关性。结果:泛癌分析显示crc特异性AURKA预后价值(p = 0.034),常规腺癌(p = 0.041)。通路分析将AURKA与细胞周期(G2/M检查点)和免疫通路(IL-2/STAT5)联系起来。空间转录组学鉴定了肿瘤周围生态位(6/7/12簇)共同表达AURKA、CD4、MKI67和免疫激活标志物(HLA-DRB1、CXCL10)。IHC证实AURKA-CD4 + t细胞相关性(R = 0.66, p p = 0.003)和小鼠模型中CD4+记忆t细胞扩增。结论:AURKA对肿瘤增殖和免疫参与具有双重调节作用。其在t细胞壁龛中的空间富集支持其作为免疫治疗生物标志物的使用。
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引用次数: 0
The Specific Genomic Alterations and Molecular Mechanisms of Liver Metastases in Patients with Lung Adenocarcinoma. 肺腺癌患者肝转移的特异性基因组改变和分子机制。
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-09-01 Epub Date: 2025-09-10 DOI: 10.1080/07357907.2025.2558087
Lingyi Yang, Lin Gao, Ruiqi Qian, Xiuqin Zhang, Xurui Shen

Given the limited diagnostic technologies and treatment options available for lung adenocarcinoma (LUAD) patients with liver metastases, it is crucial to identify potential genomic signatures associated with liver metastasis, which could significantly contribute to the development of improved diagnostic tools and treatment strategies for LUAD patients with liver metastases. In this study, we identified specific genetic alterations in tumor samples with liver metastases by targeted capture sequencing. The results showed that the significantly higher mutation frequencies of KRAS, STK11 and ERBB2 in LUAD patients with liver metastases and ERBB2 and STK11 mutations found in both tumor tissues and plasma samples from patients with liver metastases. In addition, the higher mutation frequencies of KRAS and STK11 in the group with early-stage liver metastasis suggested that mutations in KRAS and STK11 may play crucial roles in promoting liver metastases in LUAD patients at an early stage. Furthermore, the significantly higher TMB in the late-stage liver metastasis group indicated that patients with late-stage liver metastasis may have a better response to immunotherapy compared to those with early-stage liver metastasis. These findings provide valuable insights for developing detection tools and tailoring individualized treatments for such patients.

鉴于肺腺癌(LUAD)合并肝转移患者的诊断技术和治疗方案有限,确定与肝转移相关的潜在基因组特征至关重要,这可能有助于改善LUAD合并肝转移患者的诊断工具和治疗策略。在这项研究中,我们通过靶向捕获测序确定了肝转移肿瘤样本中的特定遗传改变。结果显示,LUAD肝转移患者中KRAS、STK11和ERBB2突变频率明显较高,肝转移患者的肿瘤组织和血浆样本中均发现ERBB2和STK11突变。此外,KRAS和STK11在早期肝转移组中较高的突变频率表明,KRAS和STK11的突变可能在早期LUAD患者的肝转移中起着至关重要的作用。此外,晚期肝转移组TMB的显著升高表明,晚期肝转移患者对免疫治疗的反应可能比早期肝转移患者更好。这些发现为开发检测工具和为此类患者量身定制个性化治疗提供了有价值的见解。
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引用次数: 0
Progress in Development of Lung Cancer Survival Prediction Models Using Machine Learning Based on SEER Database. 基于SEER数据库的机器学习肺癌生存预测模型的研究进展。
IF 1.9 4区 医学 Q3 ONCOLOGY Pub Date : 2025-09-01 Epub Date: 2025-09-29 DOI: 10.1080/07357907.2025.2563716
Ye Zhang, Jiaye Wang, Shiyu Hu, Yufen Xu, Qi Yang, Wenyu Chen

The SEER (Surveillance, Epidemiology, and End Results) database, a comprehensive public repository of clinical oncology data, has been increasingly used to construct clinical prediction models for predicting the prognosis of cancer. With the advances in machine learning, various algorithms including logistic regression (LR), support vector machines (SVM), decision trees (DT), random forest (RF), artificial neural networks (ANN), and extreme gradient boosting (XGBoost) have been successively employed in the development of lung cancer survival prediction models (LCSPMs). This study combs through the progress of these machine learning algorithms in constructing lung cancer survival prediction models, points out the problems of data imbalance, poor model interpretability, and lack of external validation, and clarifies the future development direction.

SEER(监测、流行病学和最终结果)数据库是临床肿瘤学数据的综合公共存储库,已越来越多地用于构建预测癌症预后的临床预测模型。随着机器学习技术的进步,各种算法,包括逻辑回归(LR)、支持向量机(SVM)、决策树(DT)、随机森林(RF)、人工神经网络(ANN)和极端梯度增强(XGBoost),相继被用于肺癌生存预测模型(LCSPMs)的开发。本研究梳理了这些机器学习算法在构建肺癌生存预测模型方面的进展,指出了数据不平衡、模型可解释性差、缺乏外部验证等问题,明确了未来的发展方向。
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Cancer Investigation
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