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 systematically review the efficacy and safety of cisplatin combined with etoposide versus other platinum combined with etoposide in the treatment of small cell lung cancer (SCLC). MethodsWe searched PubMed, The Cochrane Library (Issue 8, 2013), MEDLINE (Ovid), CNKI, VIP and WanFang Data to collect randomized controlled trials (RCTs) concerning the efficacy and safety of cisplatin combined with etoposide (the cisplatin group) versus other platinum combined with etoposide (the control group) for SCLC. The search was up to August 2013. Two reviewers screened literatures according to the inclusion and exclusion criteria, extracted data and assessed the methodological quality of included studies. And then, meta-analysis was performed by using RevMan 5.2 software. ResultsA total of 6 RCTs involving 684 patients were included. The results of meta-analysis showed that there were no significant differences in disease control rate (DCR) (RR=1.03, 95%CI 0.91 to 1.17, P=0.63), overall response rate (ORR) (RR=1.04, 95%CI 0.97 to 1.11, P=0.33), occurrence of leukocytopenia (RR=0.97, 95%CI 0.81 to 1.17, P=0.77), decreased hemoglobin (RR=0.89, 95%CI 0.61 to 1.31, P=0.56) between the cisplatin group and the control group. Occurrence of thrombocytopenia was lower (RR=0.49, 95%CI 0.38 to 0.63, P<0.000 01) while occurrence of nausea and vomiting was higher (RR=1.80, 95%CI 1.40 to 2.31, P<0.000 01) in the cisplatin group. ConclusionCurrent evidence shows that the clinical efficacy of cisplatin combined with etoposide for SCLC is equal to other platinum combined with etoposide, but it has a certain advantage in decreasing the aggregative rate of platelets, while the gastrointesnial reaction patients should avoid using cisplatin combined with etoposide.
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.
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.
In recent years, many scholars have explored the clinical application value of a number of peripheral hematology indexes in tumor patients. The significant correlation of neutrophil to lymphocyte ratio and platelet to lymphocyte ratio with the prognosis in various tumors has also been confirmed. At present, more peripheral blood indexes have been gradually applied to the evaluation of the prognosis in patients with malignant tumors. Small cell lung cancer (SCLC) is a type of highly malignant tumor and most patients are in advanced stage at the time of diagnosis. The evaluation value of tumor stage for survival is extremely limited. Therefore, this review intends to explain the relationship between various peripheral hematology indexes and the prognosis of SCLC patients, so as to provide some academic evidence for the clinical assessment of the survival of SCLC patients and formulation of appropriate treatment strategy, which may contribute to the improvement of the prognosis.
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.
Objective To assess the prevalence of malnutrition in patients with advanced non-small cell lung cancer (NSCLC) using the Global Leadership Initiative on Malnutrition (GLIM) criteria, analyze its associated factors, and explore the adverse effects of malnutrition on advanced NSCLC patients in multiple aspects. Methods Patients with NSCLC who were hospitalized for the first time in the Department of Oncology, Shangjin Hospital, West China Hospital, Sichuan University between January and December 2021 were retrospectively selected as the study objects. Malnutrition assessment was carried out in all patients according to GLIM criteria, and the current situation and related factors of malnutrition were analyzed. The Barthel index scale was used to compare the daily activity ability between the malnourished group and the non-malnourished group, the Quality-of-Life Questionnaire-Core 30 scale was used to compare the quality of life between the two groups, and the adverse reactions of the two groups were compared by the hospital information system course records. Results According to GLIM diagnostic criteria, 134 of 285 patients (47.0%) were diagnosed with malnutrition. The results of binary multiple logistic regression analysis showed that age [60-69 vs. <60 years old: odds ratio (OR)=2.323, 95% confidence interval (CI) (1.277, 4.397); ≥70 vs. <60 years old: OR=10.816, 95%CI (4.185, 27.959)], previous medical history [OR=2.740, 95%CI (1.313, 5.717)], and albumin level [OR=0.905, 95%CI (0.848, 0.965)] were associated with malnutrition in patients with advanced NSCLC (P<0.05). The daily activity ability and quality of life in the malnourished group were significantly worse than those in the non-malnourished group (87.57±12.48 vs. 91.82±6.77, P<0.05; 76.22±11.52 vs. 83.96±9.75, P<0.05), and the incidence of adverse reactions in the malnourished group was higher than that of the non-malnourished group (50.7% vs. 31.8%, P<0.05). Conclusions The prevalence of malnutrition in patients with advanced NSCLC is high, and advanced age, previous medical history and albumin are related factors of malnutrition in patients with advanced NSCLC. Combined malnutrition may have adverse effects on mobility, quality of life and adverse effects of anti-tumor therapy in advanced NSCLC patients.
ObjectiveTo compare the perioperative outcomes between robot-assisted complex segmentectomy and simple segmentectomy for stage ⅠA non-small cell lung cancer (NSCLC). MethodsThe clinical data of 285 patients with NSCLC undergoing robot-assisted thoracic surgery (RATS) in our hospital from January 2015 to August 2021 were retrospectively analyzed. There were 105 males and 180 females aged 23-83 years. The patients were divided into a complex segmentectomy group (n=170) and a simple segmentectomy group (n=115) according to tumor location and surgical method. The clinical pathological baseline characteristics and perioperative outcomes between the two groups were compared, including operative time, blood loss volume, dissected lymph nodes, conversion rate, postoperative duration of drainage, postoperative hospital stay, the incidence of persistent air leakage and postoperative 30 d mortality. ResultsThere was no statistical difference in baseline data between the two groups (P>0.05). No postoperative 30 d death was observed. One patient in the complex segmentectomy group was transferred to thoracotomy. No statistical difference was observed between the two groups in the operative time (97.36±38.16 min vs. 94.65±31.67 min, P=0.515), postoperative duration of drainage (3.69±1.85 d vs. 3.60±1.90 d, P=0.679), postoperative hospital stay (4.07±1.85 d vs. 4.05±1.97 d, P=0.957), dissected lymph nodes (5.15±3.53 vs. 5.13±2.93, P=0.952), incidence of blood loss volume<100 mL (98.2% vs. 99.1%, P=0.650), and incidence of postoperative persistent air leakage (6.5% vs. 5.2%, P=0.661). ConclusionThe safety and effectiveness of robot-assisted complex segmentectomy and simple segmentectomy are satisfactory in the treatment of stage ⅠA NSCLC. The perioperative results of RATS complex segmentectomy and simple segmentectomy are similar.
Objective To investigate the prognostic value of ERBB2 Exon20ins (Exon20ins) in advanced non-small cell lung cancer (NSCLC) patients receiving first-line chemotherapy combined with immunotherapy. Methods A retrospective analysis was conducted on clinical data from ERBB2-mutant stage IV NSCLC patients who received first-line chemotherapy combined with immunotherapy at West China Hospital of Sichuan University between 2020 and 2024. ERBB2 wild-type patients were matched using propensity score matching. Clinical pathological characteristics, distant metastatic sites, and treatment outcomes were compared among patients with different mutation statuses. The primary endpoint was progression-free survival (PFS), and Kaplan-Meier method was used to plot survival curves. Cox regression analysis was performed to adjust for confounding factors. Results This study included 41 ERBB2-mutant stage IV NSCLC patients, of whom 22 had Exon20ins mutations, and 19 had other ERBB2 mutations. Forty-one ERBB2 wild-type patients were matched for comparison. The mean age of all patients was 60.0±9.3 years, with 61 males (74.4%). A total of 67 patients (81.7%) received chemotherapy combined with immunotherapy, and 15 patients (18.3%) received chemotherapy combined with immunotherapy and anti-angiogenesis therapy. The Exon20ins group showed a higher incidence of lymph node metastasis compared with the ERBB2 other mutation group and the wild-type group (36.4% vs. 15.8% vs. 9.8%, P=0.045). The median PFS in the Exon20ins group was significantly shorter than in the other mutation group (5.8 months vs. 10.3 months, P=0.025) and the wild-type group (5.8 months vs. 8.3 months, P=0.023). Univariate Cox regression analysis indicated that the ERBB2 Exon20ins mutation was an adverse prognostic factor (Exon20ins vs. other ERBB2 mutations, HR=2.9, 95%CI 1.18 - 7.1, P=0.014; Exon20ins vs. wild-type, HR=2.6, 95%CI 1.25 - 5.6, P=0.014). The combination with anti-angiogenesis therapy did not significantly affect the prognosis of PFS (HR=0.66, 95%CI 0.28 - 1.6, P=0.363). Multivariate Cox regression analysis revealed that the ERBB2 Exon20ins mutation was an independent adverse prognostic factor for PFS (Exon20ins vs. other ERBB2 mutations, HR=3.3, 95%CI 1.27 - 8.3, P=0.015; Exon20ins vs. wild-type, HR=2.7, 95%CI 1.2 - 5.88, P=0.014). For the 67 patients receiving chemotherapy combined with immunotherapy, Cox regression analysis showed that the ERBB2 Exon20ins mutation was still associated with poor prognosis in advanced NSCLC (Exon20ins vs. other ERBB2 mutations, HR=3.2, 95%CI 1.12 - 9.1, P=0.030; Exon20ins vs. wild-type, HR=2.5, 95%CI 1 - 5.88, P=0.040). Conclusions Advanced NSCLC patients with ERBB2 Exon20ins mutation have a worse prognosis compared with those with other ERBB2 mutation subtypes or ERBB2 wild-type when treated with first-line chemotherapy combined with immunotherapy. This suggests that ERBB2 Exon20ins mutation, as a particularly refractory mutation, requires the exploration of new combination strategies based on molecular subtyping to improve survival outcomes.