In recent years, the computer science represented by artificial intelligence and high-throughput sequencing technology represented by omics play a significant role in the medical field. This paper reviews the research progress of the application of artificial intelligence combined with omics data analysis in the diagnosis and treatment of non-small cell lung cancer (NSCLC), aiming to provide ideas for the development of a more effective artificial intelligence algorithm, and improve the diagnosis rate and prognosis of patients with early NSCLC through a non-invasive way.
ObjectiveTo explore the association of pretreatment hyponatremia with clinicopathological and prognostic characteristics of non-small cell lung cancer (NSCLC) patients. MethodsThe PubMed, EMbase, Web of Science, VIP, CNKI and WanFang databases were searched from the inception to July 12, 2021 for relevant literatures. The quality of included studies was assessed by the Newcastle-Ottawa Scale (NOS) score. The relative risk (RR) and hazard ratio (HR) with 95% confidence interval (CI) were combined to assess the relationship between pretreatment hyponatremia and clinicopathological and prognostic characteristics. The prognostic indicators included the overall survival (OS) and progression-free survival (PFS). All statistical analysis was conducted by the STATA 15.0 software. ResultsA total of 10 high-quality studies (NOS score≥6 points) involving 10 045 patients were enrolled and all participants were from Asian or European regions. The pooled results demonstrated that male [RR=1.18, 95%CI (1.02, 1.36), P=0.026], non-adenocarcinoma [RR=0.86, 95%CI (0.81, 0.91), P＜0.001] and TNM Ⅲ-Ⅳ stage [RR=1.17, 95%CI (1.12, 1.21), P＜0.001] patients were more likely to experience hyponatremia. Besides, pretreatment hyponatremia was significantly related to worse OS [HR=1.83, 95%CI (1.53, 2.19), P＜0.001] and PFS [HR=1.54, 95%CI (1.02, 2.34), P=0.040]. Pretreatment hyponatremia was a risk factor for poor prognosis of NSCLC patients. ConclusionMale, non-adenocarcinoma and advance stage NSCLC patients are more likely to experience hyponatremia. Meanwhile, the pretreatment sodium level can be applied as one of the prognostic evaluation indicators in NSCLC and patients with hyponatremia are more likely to have poor survival. However, more researches are still needed to verify above findings.
ObjectiveTo systematically review the efficacy and safety of crizotinib in the treatment of non-small cell lung cancer (NSCLC).MethodWe electronically searched databases including the Cochrane Library (Issue 5, 2017), PubMed, Embase, China Biology Medicine Database, China National Knowledge Internet Database, VIP Database and Wangfang Data from the establishment to May 2017. The randomized controlled trials (RCTs), non-RCTs, case series and case reports on crizotinib for NSCLC were included. Two reviewers independently screened literature according to the inclusion and exclusion criteria, extracted data, assessed the methodological quality of included studies, then make Meta-analysis and descriptive analysis.ResultA total of 15 studies were included, including 4 RCTs, 1 non-RCT, 4 case series and 6 case reports. The results indicated that the progression-free survival time of crizotinib group was 8 months, which was better than chemotherapy group (4.6 months). The results of Meta-analysis showed that the response rate in the crizotinib group was higher than that in the chemotherapy group [RR=2.35, 95%CI (1.59, 3.46), P<0.000 1]. The one year survival rate in the crizotinib group was 74.5%-78.6%. The incidences of adverse reactions including dysopsia, dysgeusia, diarrhea, vomiting, constipation, transaminase lifts, upper respiratory tract infection, edema and dizziness in the crizotinib group were higher than those in the chemotherapy group (P<0.05), while the incidences of adverse reactions including leukopenia, thrombocytopenia, alopecia and fatigue in crizotinib group were lower than those in the chemotherapy group (P<0.05). Subgroup analysis under precision treatment showed the progression-free survival time of anaplastic lymphoma kinase (ALK)-positive group was 8 months, and it was longer than ALK-negative group of 4 months.ConclusionsBased on current evidence, crizotinib is better than chemotherapy for NSCLC. Due to limited quality of the included studies, the above conclusion needs to be verifed by more high quality studies.
目的:研究Survivin蛋白在非小细胞肺癌(NSCLC)中表达的临床意义。方法:运用免疫组化(IHC)方法检测51例NSCLC组织、21例癌旁组织和11例良性肺病变组织中Survivin的表达,并采用SPSS13.0软件进行统计分析。结果:Survivin在胞浆和/或胞核均有表达,其在NSCLC、癌旁和良性肺病变组织中的阳性率之间存在显著统计学差异(Plt;0.001),肿瘤组表达(76.5%,39/51)高于癌旁组织(19.0%,4/21)(P=0.000)。Survivin表达与分化程度有关(Ρlt;0.05),其生存曲线及复发转移风险曲线均没有意义(Ρ＞0.05)。多因素COX回归分析提示临床分期和复发转移状态为影响生存的因素。结论:Survivin可能与NSCLC的发生发展相关,还不能支持它作为判断预后和复发转移的指标。
ObjectiveTo investigate the clinical effect of thoracoscopic lobectomy versus segmentectomy in the treatment of T1bN0M0 non-small cell lung cancer (NSCLC). MethodsClinical data of 181 patients with T1bN0M0 NSCLC admitted to our hospital from 2012 to 2015 were retrospectively analyzed. They were divided into a lobectomy group and a segmentectomy group according to surgical methods. There were 117 patients in the lobectomy group (46 males and 71 females aged 61.32±8.94 years) and 64 patients in the segmentectomy group (20 males and 44 females aged 58.55±12.57 years). Perioperative indicators and prognosis were compared between the two groups. ResultsThe segmentectomy group had longer operation time, less intraoperative blood loss, shorter postoperative hospital stay and more preservation of lung function compared with the lobectomy group (P<0.05). The lobectomy group had higher consolidation tumor ratio, bigger tumor diameter, and more lymph node sampling compared with the segmentectomy group (P<0.05). There was no statistical difference in 5-year overall survival or recurrence-free survival between the two groups (P<0.05). ConclusionFor patients with T1bN0M0 NSCLC, thoracoscopic segmentectomy and lobectomy have similar prognosis, but segmentectomy has advantages with less injury and faster recovery over lobectomy.
Lung cancer is the malignancy with the highest incidence and mortality rate in China. In recent years, the popular use of low-dose computed tomography in the population has led to an increase in the detection rate of pulmonary nodules. The National Comprehensive Cancer Network (NCCN) updated and released the NCCN clinical practice guidelines in oncology for non-small cell lung cancer (version 2.2023) on February 17, 2023. This article will interpret the main updates of the new guideline and compare it with the domestic lung cancer treatment guidelines, providing new ideas for the diagnosis and treatment of lung cancer for Chinese clinicians.
Abstract: Objective To evaluate the significance of expression of vascular endothelial growth factor-C （VEGF-C） and cytokeratin 19 （CK19） in patients with stage I non-small cell lung cancer （NSCLC）. Methods A total of 269 patients with NSCLC who underwent standard lobectomy and lymph node dissection by the same surgical team in our hospital from January 2004 to June 2005 were included in this study. All the clinical data and follow-up results were complete, and all the pathological specimens were well kept. No preoperative or postoperative adjuvant therapy such as radiotherapy and chemotherapy was administered to those patients. Expressions of VEGF-C in cancer tissues was detected by immunohistochemical streptavidin-peroxidase （S-P） method, and CK19 was marked to examine micrometastasis in hilar and mediastinal lymph nodes. Clinical outcomes, pathological results and follow-up data were analyzed in combination with VEGF-C and CK19 expression. Results VEGF-C expression was not statistically different between different category in sex（Hc=1.722，P=0.084）, age （Hc=0.914，P=0.360）, smoking （Hc=2.440，P=0.295）, pathology type （Hc=5.668，P=0.058）or tumor size （Hc=0.165，P=0.920） . VEGF-C expression was statistically different between different groups of pathological differentiation （Hc=29.178，P=0.000). CK19 expression was not statistically different between different category in sex（χ2=0.000，P=0.999）, age （χ2=0.005，P=0.999）, smoking （χ2=2.294，P=0.317）, pathology type （χ2=0.573，P=0.289）, tumor size（χ2=0.006，P=0.999）, and pathological differentiation （χ2=2.927，P=0.231）. Five-year survival rate was statistically different between different grade of VEGF-C expression （χ2=37.318，P=0.000), and was also statistically different between positive group and negative group of CK19 （χ2=39.987，P=0.000). There was statistical difference between different grade of VEGF-C expression and positive rate of CK19 （χ2=25.954，P=0.000). Conclusion Expression of VEGF-C and CK19 is closely related to postoperative 5-year survival of patients with stage I NSCLC. Detection of VEGF-C and CK19 is of great clinical significance as it is helpful to predict patient prognosis and choose proper postoperative adjuvant therapy.
Objective To investigate the clinical factors and dosimetric parameters associated with grade≥2 radiation pneumonitis (RP) after thoracic radiotherapy in patients with locally advanced non-small cell lung cancer (NSCLC). Methods The clinical factors and dosimetric parameters in patients with locally advanced NSCLC who received thoracic radiotherapy at West China Hospital of Sichuan University between January 2016 and January 2018 were retrospectively analyzed. The potential factors associated with the occurrence of grade≥2 RP were analyzed with logistic regression analysis. Results A total of 104 patients were included, and the incidence rate of grade≥2 RP was 19.2%. Multivariate logistic regression analysis showed that the percentage of the heart volume that received more than 20 Gy (V20) [odds ratio (OR)=1.068, 95% confidence interval (CI) (1.004, 1.137), P=0.036], lung mean dose (Dmean) [OR=1.003, 95%CI (1.000, 1.006), P=0.031] and superior vena cava Dmean [OR=1.001, 95%CI (1.000, 1.001), P=0.041] were associated with grade≥2 RP. Receiver operating characteristic (ROC) curve analysis showed that the area under the ROC curve combined with heart V20, lung Dmean and superior vena cava Dmean to predict grade≥2 RP was 0.839 [95%CI (0.752, 0.926)]. In addition, the optimal critical values for heart V20, lung Dmean and superior vena cava Dmean to predict grade≥2 RP were 20%, 13 Gy and 38 Gy, respectively. Conclusions Heart V20, lung Dmean and superior vena cava Dmean are associated with grade≥2 RP after thoracic radiotherapy in patients with locally advanced NSCLC. In addition, taking heart V20<20%, lung Dmean<13 Gy and superior vena cava Dmean<38 Gy as normal organ dose limits may reduce the risk of grade≥2 RP after thoracic radiotherapy for locally advanced NSCLC patients.
ObjectiveTo analyze the correlation between folate receptor-positive circulating tumor cells (FR+CTC) and the benign or malignant lesions of the lung, and to establish a malignant prediction model for pulmonary neoplasm based on clinical data, imaging and FR+CTC tests.MethodsA retrospective analysis was done on 1 277 patients admitted to the Affiliated Hospital of Qingdao University from September 2018 to December 2019, including 518 males and 759 females, with a median age of 57 (29-85) years. They underwent CTC examination of peripheral blood and had pathological results of pulmonary nodules and lung tumors. The patients were randomly divided into a trial group and a validation group. Univariate and multivariate analyses were performed on the data of the two groups. Then the nomogram prediction model was established and verified internally and externally. Receiver operating characteristic (ROC) curve was used to test the differentiation of the model and calibration curve was used to test the consistency of the model.ResultsTotally 925 patients suffered non-small cell lung cancer and 113 patients had benign diseases in the trial group; 219 patients suffered non-small cell lung cancer and 20 patients had benign diseases in the verification group. The FR+CTC in the peripheral blood of non-small cell lung cancer patients was higher than that found in the lungs of the patients who were in favorite conditions (P<0.001). Multivariate analysis showed that age≥60 years, female, FR+CTC value>8.7 FU/3 mL, positive pleural indenlation sign, nodule diameter, positive burr sign, consolidation/tumor ratio<1 were independent risk factors for benign and malignant lung tumors with a lesion diameter of ≤4 cm. Thereby, the nomogram prediction model was established. The area under the ROC curve (AUC) of the trial group was 0.918, the sensitivity was 86.36%, and the specificity was 83.19%. The AUC value of the verification group was 0.903, the sensitivity of the model was 79.45%, and the specificity was 90.00%, indicating nomogram model discrimination was efficient. The calibration curve also showed that the nomogram model calibration worked well.ConclusionFR+CTC in the peripheral blood of non-small cell lung cancer patients is higher than that found in the lungs of the patients who carry benign pulmonary diseases. The diagnostic model of clinical stage Ⅰ non-small cell lung cancer established in this study owns good accuracy and can provide a basis for clinical diagnosis.
ObjectiveTo investigate the changes in pulmonary function after video-assisted thoracic surgery (VATS) and robot-assisted thoracic surgery (RATS) segmentectomy.MethodsA total of 59 patients (30 males and 29 females) who underwent segmentectomy in the Affiliated Hospital of Qingdao University from July to October 2017 were included. There were 33 patients (18 males and 15 females) in the VATS group and 26 patients (12 males and 14 females) in the RATS group. Lung function tests were performed before surgery, 1 month, 6 months, and 12 months after surgery. Intra- and inter-group comparisons of lung function retention values were performed between the two groups of patients to analyze differences in lung function retention after VATS and RATS segmentectomy.ResultsThe forced expiratory volume in one second (FEV1) and forced vital capacity (FVC) in the VATS group and the RATS group were significantly lower than those before surgery (P<0.05), and they increased significantly within 6 months after surgery (P<0.05). The recovery was not obvious after 6 months (P>0.05), and they were still lower than those before surgery. In addition, the retentions of FEV1 and FVC in the VATS group and the RATS group were similar in 1 month, 6 months, and 12 months after operation with no statistical difference(P>0.05). ConclusionPulmonary function decreases significantly in 1 month after minimally invasive segmentectomy, and the recovery is obvious in 6 months after the operation, then the pulmonary function recovery gradually stabilizes 12 months after surgery. FEV1 of the patients in the two groups recovers to 93% and 94%, respectively. There is no statistical difference in pulmonary function retention after VATS and RATS segmentectomy.