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Vitamin D receptor polymorphisms associate with the efficacy and toxicity of radioiodine-131 therapy in patients with differentiated thyroid cancer. 维生素D受体多态性与分化型甲状腺癌患者接受放射性碘-131治疗的疗效和毒性有关。
IF 2.2 4区 医学 Q3 ONCOLOGY Pub Date : 2024-09-07 DOI: 10.3233/CBM-230566
Yuanhong Deng, Ying Fu, Ganghua Feng, Yi Zhang

Background: Radioiodine-131 (I-131) therapy is the common postoperative adjuvant therapy for differentiated thyroid cancer (DTC) However, methods to evaluate the efficacy and toxicity of I-131 on DTC are still lacking.

Objective: To evaluate the association between vitamin D receptor (VDR) gene polymorphisms and the efficacy and toxicity of I-131 in DTC patients.

Methods: A total of 256 DTC patients who received I-131 therapy were enrolled. The patients were divided into effective group and ineffective group. 4 single nucleotide polymorphisms (SNPs) (rs7975232, rs731236, rs1544410 and rs10735810) of VDR were analyzed by polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) Cell counting kit-8 (CCK-8) and flow cytometry were used to detect the proliferation and apoptosis of thyroid cancer cells.

Results: Patients in effective group had more CC genotype of rs7975232 and GG genotype of rs10735810 compared with patients in ineffective group They were also independent factors for influencing the efficacy of I-131. PTC-1 and FTC-133 cells transfected with CC genotype of rs7975232 showed lower proliferative activity and higher apoptosis rate after being treated with I-131 In addition, patients with CC genotype at rs7975232 had fewer adverse reactions after I-131 treatment.

Conclusions: VDR gene polymorphisms may be associated with the efficacy and toxicity of I-131 in DTC patients, which will help to personalize the treatment for patients.

背景:放射性碘-131(I-131)疗法是分化型甲状腺癌(DTC)常见的术后辅助疗法,但目前仍缺乏评估I-131对DTC疗效和毒性的方法:评估维生素 D 受体(VDR)基因多态性与 I-131 在 DTC 患者中的疗效和毒性之间的关系:方法:共招募了 256 名接受 I-131 治疗的 DTC 患者。将患者分为有效组和无效组。采用聚合酶链式反应-限制性片段长度多态性(PCR-RFLP)分析VDR的4个单核苷酸多态性(SNPs)(rs7975232、rs731236、rs1544410和rs10735810),采用细胞计数试剂盒-8(CCK-8)和流式细胞术检测甲状腺癌细胞的增殖和凋亡:结果:与无效组相比,有效组患者的rs7975232的CC基因型和rs10735810的GG基因型较多,它们也是影响I-131疗效的独立因素。此外,rs7975232基因型为CC的患者在接受I-131治疗后不良反应较少:VDR基因多态性可能与I-131在DTC患者中的疗效和毒性有关,这将有助于对患者进行个性化治疗。
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引用次数: 0
Prognostic impact of invariant natural killer T cells in solid and hematological tumors; systematic review and meta-analysis. 实体瘤和血液肿瘤中不变自然杀伤 T 细胞的预后影响;系统综述和荟萃分析。
IF 2.2 4区 医学 Q3 ONCOLOGY Pub Date : 2024-09-04 DOI: 10.3233/CBM-240069
Renad M Alhamawi, Noof Aloufi, Abeer F Alamri, Fatima A Altubayli, Raghad T Alsairi, Reem A Alhamad, Shouq M Alharbi, Zainab A Ankhli, Hamza M A Eid, Yahya A Almutawif

Background: Invariant natural killer T (iNKT) cells are an immune subset that purportedly link the adaptive and the innate arms of the immune system. Importantly, iNKT cells contribute to anti-cancer immunity in different types of hematological and solid malignancies by secreting pro-inflammatory cytokines. Therefore, using such cells in treating different type of tumors would be an ideal candidate for cancer immunotherapy.

Objective: To assess the prognostic effect of iNKT cells across different types of solid and hematological tumors.

Methods: In systematic review and meta-analysis, articles assessed the prognostic effect of iNKT cells were systemically searched using the scientific databases including Google Scholar, ScienceDirect, PubMed, Cochrane Central, and Scopus.

Results: Strikingly, the analysis showed the positive impact of intratumoral or circulating iNKT cells on the survival rate in patients with all studied tumors with overall effect of a pooled hazard ratio of 0.89 (95% CI 0.81 to 0.98; p= 0.01). A highly statistical heterogeneity was noted between studied tumor with I2 = 87%; p= 0.00001.

Conclusions: Taken together, this study would present a new insight into the impact of iNKT cells correlate with caner patients' survival rate and how such cells would be used as a therapeutic target in these patients.

背景:不变自然杀伤 T 细胞(iNKT)是一种免疫亚群,据称它连接着免疫系统的适应性和先天性臂膀。重要的是,iNKT 细胞能分泌促炎细胞因子,有助于不同类型血液和实体恶性肿瘤的抗癌免疫。因此,利用这类细胞治疗不同类型的肿瘤将是癌症免疫疗法的理想候选方案:评估 iNKT 细胞对不同类型实体瘤和血液肿瘤的预后影响:在系统综述和荟萃分析中,使用Google Scholar、ScienceDirect、PubMed、Cochrane Central和Scopus等科学数据库对评估iNKT细胞预后效应的文章进行了系统检索:结果:令人震惊的是,分析显示瘤内或循环中的iNKT细胞对所有研究肿瘤患者的生存率都有积极影响,总体效应的总危险比为0.89(95% CI 0.81至0.98;P= 0.01)。研究发现,不同肿瘤之间存在高度统计学异质性,I2=87%;P= 0.00001:综上所述,这项研究将为我们提供一个新的视角,让我们了解 iNKT 细胞对癌症患者生存率的影响,以及如何将此类细胞用作这些患者的治疗靶点。
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引用次数: 0
Mechanism study of serum extracellular nano-vesicles miR-412-3p targeting regulation of TEAD1 in promoting malignant biological behavior of sub-centimeter lung nodules. 血清细胞外纳米载体 miR-412-3p 靶向调控 TEAD1 促进厘米以下肺结节恶性生物学行为的机制研究
IF 3.1 4区 医学 Q3 ONCOLOGY Pub Date : 2024-08-23 DOI: 10.3233/cbm-240137
Yuxia Deng,Nishant Patel,Shuang Ding,Haijun Zhang
OBJECTIVETo investigate the impact and potential mechanisms of serum extracellular nano-vesicles (sEVs) miR-412-3p released from sub-centimeter lung nodules with a diameter of ⩽ 10 mm on the malignant biological function of micro-nodular lung cancer (mnLC).METHODSA total of 87 participants were included and divided into a mnLC group (n= 30), a benign lung nodule (BLN) group (n= 27), and a healthy people control group (n= 30). Transmission electron microscopy (TEM), nanoparticle tracking analysis (NTA) and Western blot (WB) were used to measure the morphological characteristics and surface markers of sEVs. In vitro analysis, real-time quantitative polymerase chain reaction (RT-qPCR), CCK-8 cell proliferation assay, clone formation assay, Transwell, stem cell sphere-forming assay, and WB assay were conducted to verify the effect of miR-412-3p/TEAD1 signaling axis on the biological function of lung cancer cells through, respectively. Further validation was conducted using the serum sEVs of the participants.RESULTSThe expression level of sEVs-miR-412-3p in the mnLC group was significantly higher than that in the BLN and healthy groups (P< 0.01). In lung cancer cell lines, miR-412-3p can negatively regulate the targeted gene TEAD1. The miR-412-3p/TEAD1 signaling axis is involved in promoting the EMT signaling pathway and regulating the malignant biological functions of lung cancer cell proliferation, migration, and stemness (P< 0.05). In addition, sEVs in the mnLC group significantly promoted lung cancer cell proliferation, migration, and stemness compared to the BLN and healthy groups, inhibited the expression of E-cadherin and TEAD1 in lung cancer cells, and promoted the expression of N-cadherin and Vimentin (P< 0.05).CONCLUSIONsEVs-miR-412-3p could promote the biological process of EMT, and lead to the occurrence of malignant biological behavior in sub-centimeter lung nodules. This provides evidence for the miR-412-3p/TEAD1 signaling axis as a potential therapeutic target for mnLC.
目的研究直径⩽ 10 mm的亚厘米肺结节释放的血清细胞外纳米载体(sEVs)miR-412-3p对微结节性肺癌(mnLC)恶性生物学功能的影响和潜在机制。方法共纳入 87 名参与者,分为微小结节肺癌组(30 人)、良性肺结节组(27 人)和健康人对照组(30 人)。透射电子显微镜(TEM)、纳米颗粒追踪分析(NTA)和 Western 印迹(WB)用于测量 sEVs 的形态特征和表面标记物。在体外分析中,通过实时定量聚合酶链反应(RT-qPCR)、CCK-8细胞增殖试验、克隆形成试验、Transwell、干细胞球形成试验和WB试验分别验证了miR-412-3p/TEAD1信号轴对肺癌细胞生物学功能的影响。结果mnLC组sEVs-miR-412-3p的表达水平明显高于BLN组和健康组(P< 0.01)。在肺癌细胞系中,miR-412-3p 能负向调节靶基因 TEAD1。miR-412-3p/TEAD1信号轴参与促进EMT信号通路,调控肺癌细胞增殖、迁移和干性等恶性生物学功能(P< 0.05)。此外,与 BLN 组和健康组相比,mnLC 组中的 sEVs 能显著促进肺癌细胞的增殖、迁移和干性,抑制肺癌细胞中 E-cadherin 和 TEAD1 的表达,促进 N-cadherin 和 Vimentin 的表达(P< 0.05)。这为 miR-412-3p/TEAD1 信号轴作为 mnLC 的潜在治疗靶点提供了证据。
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引用次数: 0
Circulating tumor DNA (ctDNA) as a biomarker of response to therapy in advanced Hepatocellular carcinoma treated with Nivolumab. 循环肿瘤 DNA (ctDNA) 作为 Nivolumab 治疗晚期肝细胞癌疗效的生物标记物。
IF 3.1 4区 医学 Q3 ONCOLOGY Pub Date : 2024-08-21 DOI: 10.3233/cbm-230431
Yehia I Mohamed,Sunyoung S Lee,Tarik Demir,Shadi Chamseddine,Zishuo Ian Hu,Lianchun Xiao,Khaled Elsayes,Jeffrey S Morris,Robert A Wolff,Rikita Hiatia,Aliya Qayyum,Asif Rashid,Dan G Duda,James C Yao,Michael LaPelusa,Eugene J Koay,Armeen Mahvash,Ahmed Al Azzam,Ecaterina E Dumbrava,Manal Hassan,Hesham M Amin,Ahmed Omar Kaseb
BACKGROUNDCirculating tumor DNA (ctDNA) is a promising non-invasive marker for detection, diagnosis, treatment selection, and prognosis of hepatocellular carcinoma (HCC).OBJECTIVEThis study aimed to examine the utility of ctDNA as a prognostic and predictive tool in HCC patients treated with nivolumab.METHODSWe analyzed pre-treatment ctDNA from 44 HCC patients using comprehensive genomic testing on a commercially available platform. We utilized log rank test and univariate Cox models to correlate overall survival (OS) and progression-free survival (PFS) with ctDNA expressions.RESULTSOf 44 patients, 77.3% were men with median age of 67 years. All but 3 patients had at least one alteration identified, and TP53 was the most commonly altered gene (52.3%). Median OS was 17.5 months (95% CI: 12.7, NA). Mutations involving PIK3CA, BRCA1, and CCND1 amplification were associated with shorter OS (P 0.0001, 0.0001 and 0.01, respectively). Median PFS time was 4.01 months (95% CI: 3.06, 9.33). Mutations involving KIT and PIK3CA were associated with shorter PFS (P 0.0001 and 0.0004, respectively), while mutation involving CTNNB1 were associated with longer PFS (p= 0.04).CONCLUSIONSctDNA profiling may provide a benefit for prediction of survival and progression of HCC patients treated with nivolumab. Future studies are needed for confirmation.
背景循环肿瘤DNA(ctDNA)是肝细胞癌(HCC)检测、诊断、治疗选择和预后判断的一种很有前景的非侵入性标记物。目的本研究旨在检验ctDNA作为预后和预测工具在接受尼伐单抗治疗的HCC患者中的实用性。方法我们利用市售平台上的综合基因组检测分析了44名HCC患者治疗前的ctDNA。我们利用对数秩检验和单变量 Cox 模型将总生存期(OS)和无进展生存期(PFS)与 ctDNA 表达相关联。除3名患者外,所有患者都至少发现了一种基因改变,TP53是最常见的改变基因(52.3%)。中位OS为17.5个月(95% CI:12.7,NA)。涉及PIK3CA、BRCA1和CCND1扩增的基因突变与较短的OS相关(P分别为0.0001、0.0001和0.01)。中位生存时间为4.01个月(95% CI:3.06,9.33)。涉及KIT和PIK3CA的突变与较短的PFS相关(P分别为0.0001和0.0004),而涉及CTNNB1的突变与较长的PFS相关(P= 0.04)。需要未来的研究加以证实。
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引用次数: 0
Machine learning identifies a 5-serum cytokine panel for the early detection of chronic atrophy gastritis patients. 机器学习确定了用于早期检测慢性萎缩性胃炎患者的 5 种血清细胞因子面板。
IF 3.1 4区 医学 Q3 ONCOLOGY Pub Date : 2024-08-05 DOI: 10.3233/cbm-240023
Fangmei An,Yan Ge,Wei Ye,Lin Ji,Ke Chen,Yunfei Wang,Xiaoxue Zhang,Shengrong Dong,Yao Shen,Jiamin Zhao,Xiaojuan Gao,Simon Junankar,Robin Barry Chan,Dimitris Christodoulou,Wen Wen,Peihua Lu,Qiang Zhan
BACKGROUNDChronic atrophy gastritis (CAG) is a high-risk pre-cancerous lesion for gastric cancer (GC). The early and accurate detection and discrimination of CAG from benign forms of gastritis (e.g. chronic superficial gastritis, CSG) is critical for optimal management of GC. However, accurate non-invasive methods for the diagnosis of CAG are currently lacking. Cytokines cause inflammation and drive cancer transformation in GC, but their utility as a diagnostic for CAG is poorly characterized.METHODSBlood samples were collected, and 40 cytokines were quantified using a multiplexed immunoassay from 247 patients undergoing screening via endoscopy. Patients were divided into discovery and validation sets. Each cytokine importance was ranked using the feature selection algorithm Boruta. The cytokines with the highest feature importance were selected for machine learning (ML), using the LightGBM algorithm.RESULTSFive serum cytokines (IL-10, TNF-α, Eotaxin, IP-10 and SDF-1a) that could discriminate between CAG and CSG patients were identified and used for predictive model construction. This model was robust and could identify CAG patients with high performance (AUC = 0.88, Accuracy = 0.78). This compared favorably to the conventional approach using the PGI/PGII ratio (AUC = 0.59).CONCLUSIONUsing state-of-the-art ML and a blood-based immunoassay, we developed an improved non-invasive screening method for the detection of precancerous GC lesions.FUNDINGSupported in part by grants from: Jiangsu Science and Technology Project (no. BK20211039); Top Talent Support Program for young and middle-aged people of Wuxi Health Committee (BJ2023008); Medical Key Discipline Program of Wuxi Health Commission (ZDXK2021010), Wuxi Science and Technology Bureau Project (no. N20201004); Scientific Research Program of Wuxi Health Commission (Z202208, J202104).
背景:慢性萎缩性胃炎(CAG)是胃癌(GC)的高危癌前病变。早期准确检测 CAG 并将其与良性胃炎(如慢性浅表性胃炎,CSG)区分开来对于胃癌的最佳治疗至关重要。然而,目前尚缺乏诊断 CAG 的准确非侵入性方法。方法收集 247 名接受内镜筛查的患者的血样,并使用多重免疫测定法量化 40 种细胞因子。患者被分为发现组和验证组。使用特征选择算法 Boruta 对每种细胞因子的重要性进行排序。结果确定了能区分 CAG 和 CSG 患者的五种血清细胞因子(IL-10、TNF-α、Eotaxin、IP-10 和 SDF-1a),并将其用于构建预测模型。该模型非常稳健,能高效识别 CAG 患者(AUC = 0.88,准确率 = 0.78)。结论利用最先进的 ML 和血液免疫测定技术,我们开发出了一种用于检测 GC 癌前病变的改进型无创筛查方法。BK20211039);无锡市卫生委员会中青年拔尖人才支持计划(BJ2023008);无锡市卫生委员会医学重点学科计划(ZDXK2021010),无锡市科技局项目(编号:N20201004);无锡市卫生委员会科研计划(Z202208,J202104)。
{"title":"Machine learning identifies a 5-serum cytokine panel for the early detection of chronic atrophy gastritis patients.","authors":"Fangmei An,Yan Ge,Wei Ye,Lin Ji,Ke Chen,Yunfei Wang,Xiaoxue Zhang,Shengrong Dong,Yao Shen,Jiamin Zhao,Xiaojuan Gao,Simon Junankar,Robin Barry Chan,Dimitris Christodoulou,Wen Wen,Peihua Lu,Qiang Zhan","doi":"10.3233/cbm-240023","DOIUrl":"https://doi.org/10.3233/cbm-240023","url":null,"abstract":"BACKGROUNDChronic atrophy gastritis (CAG) is a high-risk pre-cancerous lesion for gastric cancer (GC). The early and accurate detection and discrimination of CAG from benign forms of gastritis (e.g. chronic superficial gastritis, CSG) is critical for optimal management of GC. However, accurate non-invasive methods for the diagnosis of CAG are currently lacking. Cytokines cause inflammation and drive cancer transformation in GC, but their utility as a diagnostic for CAG is poorly characterized.METHODSBlood samples were collected, and 40 cytokines were quantified using a multiplexed immunoassay from 247 patients undergoing screening via endoscopy. Patients were divided into discovery and validation sets. Each cytokine importance was ranked using the feature selection algorithm Boruta. The cytokines with the highest feature importance were selected for machine learning (ML), using the LightGBM algorithm.RESULTSFive serum cytokines (IL-10, TNF-α, Eotaxin, IP-10 and SDF-1a) that could discriminate between CAG and CSG patients were identified and used for predictive model construction. This model was robust and could identify CAG patients with high performance (AUC = 0.88, Accuracy = 0.78). This compared favorably to the conventional approach using the PGI/PGII ratio (AUC = 0.59).CONCLUSIONUsing state-of-the-art ML and a blood-based immunoassay, we developed an improved non-invasive screening method for the detection of precancerous GC lesions.FUNDINGSupported in part by grants from: Jiangsu Science and Technology Project (no. BK20211039); Top Talent Support Program for young and middle-aged people of Wuxi Health Committee (BJ2023008); Medical Key Discipline Program of Wuxi Health Commission (ZDXK2021010), Wuxi Science and Technology Bureau Project (no. N20201004); Scientific Research Program of Wuxi Health Commission (Z202208, J202104).","PeriodicalId":56320,"journal":{"name":"Cancer Biomarkers","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142258330","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RANK in cancer-associated fibroblasts: A valuable prognostic determinant for metastasis in early-stage breast cancer patients. 癌症相关成纤维细胞中的 RANK:早期乳腺癌患者转移的重要预后决定因素。
IF 2.2 4区 医学 Q3 ONCOLOGY Pub Date : 2024-08-01 DOI: 10.3233/CBM-230523
María Belén Giorello, Francisco Raúl Borzone, María Florencia Mora, María Del Rosario Padin, Alejandra Wernicke, Vivian Labovsky, Norma Alejandra Chasseing

Background: The molecular system of receptor activator of nuclear factor kappa-β (RANK) and its ligand (RANKL) plays a role in a variety of physiological and pathological processes. These encompass the regulation of bone metabolism, mammary gland development, immune function, as well as their involvement and tumorigenesis. Nevertheless, limited knowledge exists regarding their function within the tumor microenvironment.

Methods and results: We explored the significance of RANK expression in cancer-associated fibroblasts (CAFs) as a prognostic biomarker in early breast cancer patients (BCPs) by immunohistochemistry. Results reveal a significant correlation between high RANK expression in CAFs and an increased risk of metastasis (p= 0.006), shorter metastasis-free survival (MFS) [p= 0.007, OR (95%CI) = 2.290 (1.259-4.156)], and lower overall survival (OS) [p= 0.004, OR (95%CI) = 2.469 (1.343-4.541)]. Upon analyzing the phenotype of CD34(-) CAFs isolated from primary tumors in BCPs, we observed co-expression of RANK with CD105 marker by immunofluorescence and flow cytometry, characteristic of mesenchymal stem/stromal cells (MSCs), suggesting the possible cellular origin. Also RANKL-RANK system increase the OCT-4, SOX-2 and DKK-1 (dickkopf 1) gene expression in CD34(-) CAFs by RT-PCR. Moreover, this system plays a crucial role in the migration of these CD34(-) CAFs.

Conclusions: These results support the clinical relevance of RANK in CAFs and propose its potential as a future therapeutic target in the treatment of early BCPs.

背景:核因子卡帕β受体激活剂(RANK)及其配体(RANKL)分子系统在多种生理和病理过程中发挥作用。这些过程包括调节骨代谢、乳腺发育、免疫功能以及参与肿瘤发生。然而,人们对它们在肿瘤微环境中的功能了解有限:我们通过免疫组化方法探讨了癌症相关成纤维细胞(CAFs)中 RANK 表达作为早期乳腺癌患者(BCPs)预后生物标志物的意义。结果显示,CAFs中RANK高表达与转移风险增加(p= 0.006)、无转移生存期(MFS)缩短[p= 0.007,OR(95%CI)= 2.290(1.259-4.156)]和总生存期(OS)降低[p= 0.004,OR(95%CI)= 2.469(1.343-4.541)]之间存在明显相关性。在分析从BCPs原发性肿瘤中分离出的CD34(-)CAFs的表型时,我们通过免疫荧光和流式细胞术观察到RANK与CD105标记物共同表达,这是间质干细胞/基质细胞(MSCs)的特征,表明其可能来源于细胞。RANKL-RANK系统还通过RT-PCR技术增加了CD34(-)CAFs中OCT-4、SOX-2和DKK-1(dickkopf 1)基因的表达。此外,该系统在这些 CD34(-)CAFs 的迁移过程中起着至关重要的作用:这些结果支持了 RANK 在 CAFs 中的临床意义,并提出了其作为治疗早期 BCPs 的未来治疗靶点的潜力。
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引用次数: 0
A computed tomography-based score indicative of lung cancer aggression (SILA) predicts lung adenocarcinomas with low malignant potential or vascular invasion. 基于计算机断层扫描的肺癌侵袭性评分(SILA)可预测恶性程度低或有血管侵犯的肺腺癌。
IF 2.2 4区 医学 Q3 ONCOLOGY Pub Date : 2024-05-22 DOI: 10.3233/CBM-230456
Dylan Steiner, Ju Ae Park, Sarah Singh, Austin Potter, Jonathan Scalera, Jennifer Beane, Kei Suzuki, Marc E Lenburg, Eric J Burks

Background: Histologic grading of lung adenocarcinoma (LUAD) is predictive of outcome but is only possible after surgical resection. A radiomic biomarker predictive of grade has the potential to improve preoperative management of early-stage LUAD.

Objective: Validate a prognostic radiomic score indicative of lung cancer aggression (SILA) in surgically resected stage I LUAD (n= 161) histologically graded as indolent low malignant potential (LMP), intermediate, or aggressive vascular invasive (VI) subtypes.

Methods: The SILA scores were generated from preoperative CT-scans using the previously validated Computer-Aided Nodule Assessment and Risk Yield (CANARY) software.

Results: Cox proportional regression showed significant association between the SILA and 7-year recurrence-free survival (RFS) in a univariate (p< 0.05) and multivariate (p< 0.05) model incorporating age, gender, smoking status, pack years, and extent of resection. The SILA was positively correlated with invasive size (spearman r= 0.54, p= 8.0 × 10 - 14) and negatively correlated with percentage of lepidic histology (spearman r=-0.46, p= 7.1 × 10 - 10). The SILA predicted indolent LMP with an area under the receiver operating characteristic (ROC) curve (AUC) of 0.74 and aggressive VI with an AUC of 0.71, the latter remaining significant when invasive size was included as a covariate in a logistic regression model (p< 0.01).

Conclusions: The SILA scoring of preoperative CT scans was prognostic and predictive of resected pathologic grade.

背景:肺腺癌(LUAD)的组织学分级可预测预后,但只有在手术切除后才能进行分级。预测分级的放射生物标志物有望改善早期肺腺癌的术前管理:目的:在手术切除的 I 期 LUAD(161 例)患者中验证肺癌侵袭性放射学评分(SILA),该评分在组织学上被分级为轻度低恶性潜能亚型(LMP)、中度亚型或侵袭性血管浸润亚型(VI):SILA评分由术前CT扫描结果生成,使用的是之前经过验证的计算机辅助结节评估和风险收益(CANARY)软件:结果:Cox比例回归显示,在单变量(p< 0.05)和多变量(p< 0.05)模型中,SILA与7年无复发生存率(RFS)之间存在显著关联,多变量模型包括年龄、性别、吸烟状况、包年和切除范围。SILA与浸润性大小呈正相关(spearman r=0.54,p= 8.0 × 10 - 14),与鳞状组织学百分比呈负相关(spearman r=-0.46,p= 7.1 × 10 - 10)。SILA预测惰性LMP的接收者操作特征曲线(ROC)下面积(AUC)为0.74,预测侵袭性VI的接收者操作特征曲线(ROC)下面积(AUC)为0.71,当在逻辑回归模型中将侵袭性大小作为协变量时,后者仍然显著(p< 0.01):结论:术前CT扫描的SILA评分可预测预后并预示切除的病理分级。
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引用次数: 0
LDCT image biomarkers that matter most for the deep learning classification of indeterminate pulmonary nodules. 对不确定肺结节深度学习分类最重要的 LDCT 图像生物标志物。
IF 2.2 4区 医学 Q3 ONCOLOGY Pub Date : 2024-05-22 DOI: 10.3233/CBM-230444
Axel H Masquelin, Nick Cheney, Raúl San José Estépar, Jason H T Bates, C Matthew Kinsey

Background: Continued improvement in deep learning methodologies has increased the rate at which deep neural networks are being evaluated for medical applications, including diagnosis of lung cancer. However, there has been limited exploration of the underlying radiological characteristics that the network relies on to identify lung cancer in computed tomography (CT) images.

Objective: In this study, we used a combination of image masking and saliency activation maps to systematically explore the contributions of both parenchymal and tumor regions in a CT image to the classification of indeterminate lung nodules.

Methods: We selected individuals from the National Lung Screening Trial (NLST) with solid pulmonary nodules 4-20 mm in diameter. Segmentation masks were used to generate three distinct datasets; 1) an Original Dataset containing the complete low-dose CT scans from the NLST, 2) a Parenchyma-Only Dataset in which the tumor regions were covered by a mask, and 3) a Tumor-Only Dataset in which only the tumor regions were included.

Results: The Original Dataset significantly outperformed the Parenchyma-Only Dataset and the Tumor-Only Dataset with an AUC of 80.80 ± 3.77% compared to 76.39 ± 3.16% and 78.11 ± 4.32%, respectively. Gradient-weighted class activation mapping (Grad-CAM) of the Original Dataset showed increased attention was being given to the nodule and the tumor-parenchyma boundary when nodules were classified as malignant. This pattern of attention remained unchanged in the case of the Parenchyma-Only Dataset. Nodule size and first-order statistical features of the nodules were significantly different with the average malignant and benign nodule maximum 3d diameter being 23 mm and 12 mm, respectively.

Conclusion: We conclude that network performance is linked to textural features of nodules such as kurtosis, entropy and intensity, as well as morphological features such as sphericity and diameter. Furthermore, textural features are more positively associated with malignancy than morphological features.

背景:深度学习方法的不断改进提高了深度神经网络在医疗应用(包括肺癌诊断)方面的评估速度。然而,人们对网络在计算机断层扫描(CT)图像中识别肺癌所依赖的基本放射学特征的探索还很有限:在这项研究中,我们结合使用了图像遮蔽和显著性激活图,系统地探索了 CT 图像中实质和肿瘤区域对不确定肺结节分类的贡献:我们从国家肺部筛查试验(NLST)中选取了直径为 4-20 毫米的实性肺结节患者。使用分割掩膜生成三个不同的数据集:1)原始数据集,包含 NLST 的完整低剂量 CT 扫描图像;2)仅包含实质组织的数据集,其中肿瘤区域被掩膜覆盖;3)仅包含肿瘤的数据集,其中只包含肿瘤区域:结果:原始数据集的 AUC 为 80.80 ± 3.77%,明显优于仅包含实质组织的数据集和仅包含肿瘤的数据集,而原始数据集和原始数据集的 AUC 分别为 76.39 ± 3.16% 和 78.11 ± 4.32%。原始数据集的梯度加权类激活图谱(Grad-CAM)显示,当结节被归类为恶性时,结节和肿瘤-实质边界会受到更多关注。在仅实质数据集的情况下,这种关注模式保持不变。结节的大小和一阶统计特征存在显著差异,恶性和良性结节的平均最大 3d 直径分别为 23 毫米和 12 毫米:我们得出结论,网络性能与结节的纹理特征(如峰度、熵和强度)以及形态特征(如球形度和直径)有关。此外,与形态特征相比,纹理特征与恶性程度的正相关性更高。
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引用次数: 0
Pulmonary adenocarcinoma of low malignant potential defines indolent NSCLC associated with overdiagnosis in the national lung screening trial. 低恶性潜能肺腺癌定义了全国肺筛查试验中与过度诊断相关的轻度 NSCLC。
IF 2.2 4区 医学 Q3 ONCOLOGY Pub Date : 2024-05-22 DOI: 10.3233/CBM-230452
Eric J Burks, Travis B Sullivan, Kimberly M Rieger-Christ

Background: The national lung screening trial (NLST) demonstrated a reduction in lung cancer mortality with lowdose CT (LDCT) compared to chest x-ray (CXR) screening. Overdiagnosis was high (79%) among bronchoalveolar carcinoma (BAC) currently replaced by adenocarcinoma in situ (AIS), minimally invasive adenocarcinoma (MIA) and adenocarcinoma of low malignant potential (LMP) exhibiting 100% disease specific survival (DSS).

Objective: Compare the outcomes and proportions of BAC, AIS, MIA, and LMP among NLST screendetected stage IA NSCLC with overdiagnosis rate.

Methods: Whole slide images were reviewed by a thoracic pathologist from 174 of 409 NLST screen-detected stage IA LUAD. Overdiagnosis rates were calculated from follow-up cancer incidence rates.

Results: Most BAC were reclassified as AIS/MIA/LMP (20/35 = 57%). The 7-year DSS was 100% for AIS/MIA/LMP and 94% for BAC. Excluding AIS/MIA/LMP, BAC behaved similarly to NSCLC (7-year DSS: 86% vs. 83%, p= 0.85) The overdiagnosis rate of LDCT stage IA NSCLC was 16.6% at 11.3-years, matching the proportion of AIS/MIA/LMP (16.2%) but not AIS/MIA (3.5%) or BAC (22.8%).

Conclusions: AIS/MIA/LMP proportionally matches the overdiagnosis rate among stage IA NSCLC in the NLST, exhibiting 100% 7-year DSS. Biomarkers designed to recognize AIS/MIA/LMP preoperatively, would be useful to prevent overtreatment of indolent screen-detected cancers.

背景:全国肺筛查试验(NLST)表明,与胸部 X 光(CXR)筛查相比,低剂量 CT(LDCT)筛查可降低肺癌死亡率。支气管肺泡癌(BAC)的过度诊断率很高(79%),目前已被原位腺癌(AIS)、微小浸润性腺癌(MIA)和低恶性潜能腺癌(LMP)取代,疾病特异性生存率(DSS)达到 100%:比较NLST筛查出的具有过度诊断率的IA期NSCLC中BAC、AIS、MIA和LMP的结果和比例:胸部病理学家对 409 例 NLST 筛选出的 IA 期 LUAD 中的 174 例进行了全切片图像审查。根据随访癌症发病率计算过度诊断率:大多数 BAC 被重新分类为 AIS/MIA/LMP(20/35 = 57%)。AIS/MIA/LMP的7年DSS为100%,BAC为94%。排除AIS/MIA/LMP,BAC的表现与NSCLC相似(7年DSS:86% vs. 83%,p= 0.85)。LDCTⅠA期NSCLC在11.3年的过度诊断率为16.6%,与AIS/MIA/LMP的比例(16.2%)一致,但与AIS/MIA(3.5%)或BAC(22.8%)不一致:结论:AIS/MIA/LMP与NLST中IA期NSCLC的过度诊断率成正比,显示出100%的7年DSS。旨在术前识别AIS/MIA/LMP的生物标记物将有助于防止对筛查出的轻度癌症进行过度治疗。
{"title":"Pulmonary adenocarcinoma of low malignant potential defines indolent NSCLC associated with overdiagnosis in the national lung screening trial.","authors":"Eric J Burks, Travis B Sullivan, Kimberly M Rieger-Christ","doi":"10.3233/CBM-230452","DOIUrl":"https://doi.org/10.3233/CBM-230452","url":null,"abstract":"<p><strong>Background: </strong>The national lung screening trial (NLST) demonstrated a reduction in lung cancer mortality with lowdose CT (LDCT) compared to chest x-ray (CXR) screening. Overdiagnosis was high (79%) among bronchoalveolar carcinoma (BAC) currently replaced by adenocarcinoma in situ (AIS), minimally invasive adenocarcinoma (MIA) and adenocarcinoma of low malignant potential (LMP) exhibiting 100% disease specific survival (DSS).</p><p><strong>Objective: </strong>Compare the outcomes and proportions of BAC, AIS, MIA, and LMP among NLST screendetected stage IA NSCLC with overdiagnosis rate.</p><p><strong>Methods: </strong>Whole slide images were reviewed by a thoracic pathologist from 174 of 409 NLST screen-detected stage IA LUAD. Overdiagnosis rates were calculated from follow-up cancer incidence rates.</p><p><strong>Results: </strong>Most BAC were reclassified as AIS/MIA/LMP (20/35 = 57%). The 7-year DSS was 100% for AIS/MIA/LMP and 94% for BAC. Excluding AIS/MIA/LMP, BAC behaved similarly to NSCLC (7-year DSS: 86% vs. 83%, p= 0.85) The overdiagnosis rate of LDCT stage IA NSCLC was 16.6% at 11.3-years, matching the proportion of AIS/MIA/LMP (16.2%) but not AIS/MIA (3.5%) or BAC (22.8%).</p><p><strong>Conclusions: </strong>AIS/MIA/LMP proportionally matches the overdiagnosis rate among stage IA NSCLC in the NLST, exhibiting 100% 7-year DSS. Biomarkers designed to recognize AIS/MIA/LMP preoperatively, would be useful to prevent overtreatment of indolent screen-detected cancers.</p>","PeriodicalId":56320,"journal":{"name":"Cancer Biomarkers","volume":null,"pages":null},"PeriodicalIF":2.2,"publicationDate":"2024-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141762972","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Peripheral blood biomarkers associated with combination of immune checkpoint blockade plus chemotherapy in NSCLC. 与 NSCLC 免疫检查点阻断剂联合化疗相关的外周血生物标志物。
IF 3.1 4区 医学 Q2 Medicine Pub Date : 2024-03-20 DOI: 10.3233/CBM-230301
Nozomu Kimura, Yoko Tsukita, Risa Ebina-Shibuya, Eisaku Miyauchi, Mitsuhiro Yamada, Daisuke Narita, Ryota Saito, Chihiro Inoue, Naoya Fujino, Tomohiro Ichikawa, Tsutomu Tamada, Hisatoshi Sugiura

Background: Biomarkers predicting clinical outcomes of treating non-small cell lung cancer (NSCLC) with combination of immune checkpoint inhibitors (ICIs) and chemotherapy would be valuable.

Objective: This study aims to seek predictors of combination of ICI/chemotherapy response in NSCLC patients using peripheral blood samples.

Methods: Patients diagnosed with advanced NSCLC between July 2019 and May 2021 receiving combination of ICI/chemotherapy were included and assessed for partial responses (PR), stable disease (SD) or progressive disease (PD). We measured circulating immune cells, plasma cytokines and chemokines.

Results: Nineteen patients were enrolled. The proportions of circulating natural killer (NK) cells within CD45 + cells, programmed death 1 (PD-1) + Tim-3 + T cells within CD4 + cells, and the amount of chemokine C-X-C ligand (CXCL10) in the plasma were significantly elevated in PR relative to SD/PD patients (median 8.1%-vs-2.1%, P= 0.0032; median 1.2%-vs-0.3%, P= 0.0050; and median 122.6 pg/ml-vs-76.0 pg/ml, P= 0.0125, respectively). Patients with 2 or 3 elevated factors had longer progression-free survival than patients with 0 or only one (not reached-vs-5.6 months, P= 0.0002).

Conclusions: We conclude that NK cells, CD4 + PD-1 + Tim-3 + T cells, and CXCL10 levels in pre-treatment peripheral blood may predict the efficacy of combination of ICI/chemotherapy in NSCLC.

背景:预测免疫检查点抑制剂(ICIs)和化疗联合治疗非小细胞肺癌(NSCLC)临床疗效的生物标志物很有价值:预测免疫检查点抑制剂(ICIs)和化疗联合治疗非小细胞肺癌(NSCLC)临床结果的生物标志物将非常有价值:本研究旨在利用外周血样本寻找非小细胞肺癌(NSCLC)患者对 ICI/化疗联合疗法反应的预测指标:纳入2019年7月至2021年5月期间诊断为晚期NSCLC并接受ICI/化疗联合治疗的患者,并评估部分应答(PR)、疾病稳定(SD)或疾病进展(PD)。我们测量了循环免疫细胞、血浆细胞因子和趋化因子:结果:共招募了 19 名患者。与 SD/PD 患者相比,PR 患者的循环自然杀伤(NK)细胞在 CD45 + 细胞中所占的比例、程序性死亡 1(PD-1)+ Tim-3 + T 细胞在 CD4 + 细胞中所占的比例以及血浆中趋化因子 C-X-C 配体(CXCL10)的含量均显著升高(中位数为 8.1%-vs-2.1%,P= 0.0032;中位数1.2%-vs-0.3%,P= 0.0050;中位数122.6 pg/ml-vs-76.0 pg/ml,P= 0.0125)。有2个或3个升高因子的患者的无进展生存期长于0个或仅有1个因子的患者(未达到-vs-5.6个月,P= 0.0002):我们得出结论:治疗前外周血中的NK细胞、CD4 + PD-1 + Tim-3 + T细胞和CXCL10水平可预测ICI/化疗联合治疗NSCLC的疗效。
{"title":"Peripheral blood biomarkers associated with combination of immune checkpoint blockade plus chemotherapy in NSCLC.","authors":"Nozomu Kimura, Yoko Tsukita, Risa Ebina-Shibuya, Eisaku Miyauchi, Mitsuhiro Yamada, Daisuke Narita, Ryota Saito, Chihiro Inoue, Naoya Fujino, Tomohiro Ichikawa, Tsutomu Tamada, Hisatoshi Sugiura","doi":"10.3233/CBM-230301","DOIUrl":"https://doi.org/10.3233/CBM-230301","url":null,"abstract":"<p><strong>Background: </strong>Biomarkers predicting clinical outcomes of treating non-small cell lung cancer (NSCLC) with combination of immune checkpoint inhibitors (ICIs) and chemotherapy would be valuable.</p><p><strong>Objective: </strong>This study aims to seek predictors of combination of ICI/chemotherapy response in NSCLC patients using peripheral blood samples.</p><p><strong>Methods: </strong>Patients diagnosed with advanced NSCLC between July 2019 and May 2021 receiving combination of ICI/chemotherapy were included and assessed for partial responses (PR), stable disease (SD) or progressive disease (PD). We measured circulating immune cells, plasma cytokines and chemokines.</p><p><strong>Results: </strong>Nineteen patients were enrolled. The proportions of circulating natural killer (NK) cells within CD45 + cells, programmed death 1 (PD-1) + Tim-3 + T cells within CD4 + cells, and the amount of chemokine C-X-C ligand (CXCL10) in the plasma were significantly elevated in PR relative to SD/PD patients (median 8.1%-vs-2.1%, P= 0.0032; median 1.2%-vs-0.3%, P= 0.0050; and median 122.6 pg/ml-vs-76.0 pg/ml, P= 0.0125, respectively). Patients with 2 or 3 elevated factors had longer progression-free survival than patients with 0 or only one (not reached-vs-5.6 months, P= 0.0002).</p><p><strong>Conclusions: </strong>We conclude that NK cells, CD4 + PD-1 + Tim-3 + T cells, and CXCL10 levels in pre-treatment peripheral blood may predict the efficacy of combination of ICI/chemotherapy in NSCLC.</p>","PeriodicalId":56320,"journal":{"name":"Cancer Biomarkers","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140863626","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Cancer Biomarkers
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