1.Construction of A Single-cell Metabolomics Mass Spectrometry Analysis Platform Enabling Continuous Injection Based on Ultrasound
Wen-Mei ZHANG ; Xiao-Kai GUO ; Tai-Lin XU ; Guang-Sheng GUO ; Xia-Yan WANG
Chinese Journal of Analytical Chemistry 2025;53(3):338-345
Single-cell metabolite analysis at the small molecule level reveals intercellular heterogeneity and molecular diversity,especially living cell metabolite analysis which can provide more accurate biochemical information.In this study,a comprehensive single-cell metabolomics mass spectrometry analysis platform was constructed based on continuous ultrasonic sample introduction,aiming to improve the utilization rate of single cells and the efficiency of mass spectrometry detection.This platform utilized mechanical motion generated by a miniaturized ultrasound module,which minimally affected cell integrity and viability,enabling cell suspension and dispersion for up to 60 min,with cell viability exceeding 70%.By comparing cell suspension densities and the cell number of mass spectrometry detections between static and ultrasound groups,the results showed that the ultrasound treatment significantly reduced cell sedimentation rate and increased single-cell mass spectrometry detection efficiency.Applying this platform to single-cell analysis of cell line of mouse cerebellar astrocytes(C8D1A)and mouse glioma(GL261)cells achieved clustering and differential analysis of different cell types,demonstrating the method's potential in analyzing cellular heterogeneity and identifying cells.This approach promised to provide new insights and solutions for single-cell analysis.
2.Value of intratumor and peritumor imaging radiomics features in predicting efficacy of radiotherapy for hepatocellular carcinoma
Xing-yu DU ; Jin-kai LI ; Yuan-yuan TANG ; Xiao-yan XU ; Xi-Sheng LIU
Chinese Medical Equipment Journal 2025;46(11):50-56
Objective To develop a fused model based on combined intratumor-peritumor radiomics features and clinical risk factors to accurately predict the efficacy of radiotherapy for hepatocellular carcinoma(HCC).Methods A retrospective study was conducted on 124 HCC patients(95 males and 29 females)undergoing IMRT at the radiotherapy center of some hospital,who were divided into a training set and a validation set in a 7∶3 ratio.According to relevant standards for evaluating solid tumor treatment efficacy the patients at the progressive disease phase were enrolled into a non-response group,and the ones at the phases of complete response,partial response and stable disease were included into a response group.Firstly,radiomics features were extracted from pre-radiotherapy contrast-enhanced CT images,and were screened with the least absolute shrinkage and selection operator(LASSO)regression to obtain valuable radiomics features;secondly,the scores of intratumor radiomics features,peritumor radiomics features and combined intratumor-peritumor radiomics features underwent binary Logistic regression(LR)analysis by using the glmnet package in R software(version 4.2.0),so as to construct three models for intratumor radiomics features,peritumor radiomics features and combined intratumor-peritumor radiomics features;finally,a fused model was established based on the scores of combined intratumor-peritumor radiomics features and clinical risk factors,and the corresponding Nomogram,calibration curve and clinical decision curve were plotted.R software(version 4.4.1)was used for image analysis and statistical analysis.Results The fused model based on the scores of combined intratumor-peritumor radiomics features and clinical risk factors achieved an AUC of 0.87 on both the training and validation sets,outperforming the models based solely on intratumor radiomics features,peritumor radiomics features or combined intratumor-peritumor radiomics features.The Nomogram plot showed the prediction probability of the fused model for the short-term treatment response rate was 10%-90%within the total score range of 42-93 points,and the calibration and clinical decision curves indicated that the fused model gained advantages in prediction and clinical application.Conclusion The fused model based on the scores of combined intratumor-peritumor radiomics features and clinical risk factors predicts the short-term efficacy of HCC radiotherapy effectively,providing references for formulating radiotherapy plans and guiding subsequent treatment decisions.
3.Combination of CT/MRI LI-RADS With Second-Line Contrast-Enhanced Ultrasound Using Sulfur Hexafluoride or Perfluorobutane for Diagnosing Hepatocellular Carcinoma in High-Risk Patients
Yu LI ; Sheng LI ; Qing LI ; Kai LI ; Jing HAN ; Siyue MAO ; Xiaohong XU ; Zhongzhen SU ; Yanling ZUO ; Shousong XIE ; Hong WEN ; Xuebin ZOU ; Jingxian SHEN ; Lingling LI ; Jianhua ZHOU
Korean Journal of Radiology 2025;26(4):346-359
Objective:
The CT/MRI Liver Imaging Reporting and Data System (LI-RADS) demonstrates high specificity with relatively limited sensitivity for diagnosing hepatocellular carcinoma (HCC) in high-risk patients. This study aimed to explore the possibility of improving sensitivity by combining CT/MRI LI-RADS v2018 with second-line contrast-enhanced ultrasound (CEUS) LI-RADS v2017 using sulfur hexafluoride (SHF) or perfluorobutane (PFB).
Materials and Methods:
This retrospective analysis of prospectively collected multicenter data included high-risk patients with treatment-naive hepatic observations. The reference standard was pathological confirmation or a composite reference standard (only for benign lesions). Each participant underwent concurrent CT/MRI, SHF-enhanced US, and PFB-enhanced US examinations. The diagnostic performances for HCC of CT/MRI LI-RADS alone and three combination strategies (combining CT/ MRI LI-RADS with either LI-RADS SHF, LI-RADS PFB, or a modified algorithm incorporating the Kupffer-phase findings for PFB [modified PFB]) were evaluated. For the three combination strategies, apart from the CT/MRI LR-5 criteria, HCC was diagnosed if CT/MRI LR-3 or LR-4 observations met the LR-5 criteria using LI-RADS SHF, LI-RADS PFB, or modified PFB.
Results:
In total, 281 participants (237 males; mean age, 55 ± 11 years) with 306 observations (227 HCCs, 40 non-HCC malignancies, and 39 benign lesions) were included. Using LI-RADS SHF, LI-RADS PFB, and modified PFB, 20, 23, and 31 CT/MRI LR-3/4 observations, respectively, were reclassified as LR-5, and all were pathologically confirmed as HCCs. Compared to CT/MRI LI-RADS alone (74%, 95% confidence interval [CI]: 68%–79%), the three combination strategies combining CT/MRI LI-RADS with either LI-RADS SHF, LI-RADS PFB, or modified PFB increased sensitivity (83% [95% CI: 77%–87%], 84% [95% CI: 79%–89%], 88% [95% CI: 83%–92%], respectively; all P < 0.001), while maintaining the specificity at 92% (95% CI: 84%–97%).
Conclusion
The combination of CT/MRI LI-RADS with second-line CEUS using SHF or PFB improved the sensitivity of HCC diagnosis without compromising specificity.
4.Value of intratumor and peritumor imaging radiomics features in predicting efficacy of radiotherapy for hepatocellular carcinoma
Xing-yu DU ; Jin-kai LI ; Yuan-yuan TANG ; Xiao-yan XU ; Xi-Sheng LIU
Chinese Medical Equipment Journal 2025;46(11):50-56
Objective To develop a fused model based on combined intratumor-peritumor radiomics features and clinical risk factors to accurately predict the efficacy of radiotherapy for hepatocellular carcinoma(HCC).Methods A retrospective study was conducted on 124 HCC patients(95 males and 29 females)undergoing IMRT at the radiotherapy center of some hospital,who were divided into a training set and a validation set in a 7∶3 ratio.According to relevant standards for evaluating solid tumor treatment efficacy the patients at the progressive disease phase were enrolled into a non-response group,and the ones at the phases of complete response,partial response and stable disease were included into a response group.Firstly,radiomics features were extracted from pre-radiotherapy contrast-enhanced CT images,and were screened with the least absolute shrinkage and selection operator(LASSO)regression to obtain valuable radiomics features;secondly,the scores of intratumor radiomics features,peritumor radiomics features and combined intratumor-peritumor radiomics features underwent binary Logistic regression(LR)analysis by using the glmnet package in R software(version 4.2.0),so as to construct three models for intratumor radiomics features,peritumor radiomics features and combined intratumor-peritumor radiomics features;finally,a fused model was established based on the scores of combined intratumor-peritumor radiomics features and clinical risk factors,and the corresponding Nomogram,calibration curve and clinical decision curve were plotted.R software(version 4.4.1)was used for image analysis and statistical analysis.Results The fused model based on the scores of combined intratumor-peritumor radiomics features and clinical risk factors achieved an AUC of 0.87 on both the training and validation sets,outperforming the models based solely on intratumor radiomics features,peritumor radiomics features or combined intratumor-peritumor radiomics features.The Nomogram plot showed the prediction probability of the fused model for the short-term treatment response rate was 10%-90%within the total score range of 42-93 points,and the calibration and clinical decision curves indicated that the fused model gained advantages in prediction and clinical application.Conclusion The fused model based on the scores of combined intratumor-peritumor radiomics features and clinical risk factors predicts the short-term efficacy of HCC radiotherapy effectively,providing references for formulating radiotherapy plans and guiding subsequent treatment decisions.
5.Identification of the C5aR1 and CCL2 genes in vascular dementia based on bioinformatics analysis and its clinical significance
Kai SHENG ; Yan ZHU ; Ming YU ; Yuhao XU
Chinese Journal of Geriatrics 2025;44(1):27-33
Objective:Based on bioinformatics analysis, this study aimed to identify the complement component 5a receptor 1(C5aR1)and chemokine C-C motif ligand-2(CCL2)genes in vascular dementia(VaD)and to explore the expression and clinical significance of serum C5aR1 and CCL2 levels in VaD patients.Methods:The GSE122063 dataset was selected from the Gene Expression Omnibus(GEO)database to screen for consistently differentially expressed genes in the frontal and temporal lobes of VaD patients and non-dementia patients.The Matascape database was used to analyze the functions and pathways of differentially expressed genes, and the STRING network and Cytoscape software were used to identify key genes.In this case-control study, 53 VaD patients seeking care at the Department of Neurology of the Affiliated Hospital of Jiangsu University between January 2022 and December 2022 were included in the VaD group, and 50 non-dementia individuals were included in the control group.General information, Montreal Cognitive Assessment(MoCA)scores, Mini-Mental State Examination(MMSE)scores, and scores of the total cerebral small vessel disease(CSVD)burden were collected for both groups, and serum C5aR1 and CCL2 expression was detected.The correlation of serum C5aR1 and CCL2 levels with MoCA scores, MMSE scores, and scores of the total CSVD burden in the VaD group was analyzed.Receiver operating characteristic(ROC)curve analysis was used to assess the diagnostic value of serum C5aR1 and CCL2 levels in VaD.Results:In the GSE122063 dataset, compared with non-dementia patients, there were 43 upregulated genes and 63 downregulated genes simultaneously in the frontal and temporal lobes in the VaD group.After importing 106 genes into the Cytoscape software and using the Stress and Betweenness algorithms in the cytoHubba plugin, two key genes, C5aR1 and CCL2, were identified.Serum levels of C5aR1[(57.25±10.34)μg/L vs.(43.26±8.24)μg/L, t=7.607, P<0.001]and CCL2[(210.42±42.19)ng/L vs.(151.73±36.04)ng/L, t=7.570, P<0.001]in the VaD group were higher than those in the control group.Serum levels of C5aR1 and CCL2 were negatively correlated with MoCA scores( r=-0.691, -0.668, P<0.001)and MMSE scores( r=-0.736, -0.729, P<0.001), and positively correlated with scores of the total CSVD burden( r=0.598, 0.582, P<0.001).The areas under the ROC curve for serum C5aR1 and CCL2 levels in diagnosing VaD was 0.838 and 0.845, respectively.The area under the ROC curve with the combination of C5aR1 and CCL2 for the diagnosis of VaD was 0.896. Conclusions:Serum levels of C5aR1 and CCL2 are elevated in VaD patients and closely related to their cognitive function and the total CSVD burden, and may be used as an auxiliary diagnostic tool for VaD patients.
6.Protective effect of sub-hypothermic mechanical perfusion combined with membrane lung oxygenation on a yorkshire model of brain injury after traumatic blood loss.
Xiang-Yu SONG ; Yang-Hui DONG ; Zhi-Bo JIA ; Lei-Jia CHEN ; Meng-Yi CUI ; Yan-Jun GUAN ; Bo-Yao YANG ; Si-Ce WANG ; Sheng-Feng CHEN ; Peng-Kai LI ; Heng CHEN ; Hao-Chen ZUO ; Zhan-Cheng YANG ; Wen-Jing XU ; Ya-Qun ZHAO ; Jiang PENG
Chinese Journal of Traumatology 2025;28(6):469-476
PURPOSE:
To investigate the protective effect of sub-hypothermic mechanical perfusion combined with membrane lung oxygenation on ischemic hypoxic injury of yorkshire brain tissue caused by traumatic blood loss.
METHODS:
This article performed a random controlled trial. Brain tissue of 7 yorkshire was selected and divided into the sub-low temperature anterograde machine perfusion group (n = 4) and the blank control group (n = 3) using the random number table method. A yorkshire model of brain tissue injury induced by traumatic blood loss was established. Firstly, the perfusion temperature and blood oxygen saturation were monitored in real-time during the perfusion process. The number of red blood cells, hemoglobin content, NA+, K+, and Ca2+ ions concentrations and pH of the perfusate were detected. Following perfusion, we specifically examined the parietal lobe to assess its water content. The prefrontal cortex and hippocampus were then dissected for histological evaluation, allowing us to investigate potential regional differences in tissue injury. The blank control group was sampled directly before perfusion. All statistical analyses and graphs were performed using GraphPad Prism 8.0 Student t-test. All tests were two-sided, and p value of less than 0.05 was considered to indicate statistical significance.
RESULTS:
The contents of red blood cells and hemoglobin during perfusion were maintained at normal levels but more red blood cells were destroyed 3 h after the perfusion. The blood oxygen saturation of the perfusion group was maintained at 95% - 98%. NA+ and K+ concentrations were normal most of the time during perfusion but increased significantly at about 4 h. The Ca2+ concentration remained within the normal range at each period. Glucose levels were slightly higher than the baseline level. The pH of the perfusion solution was slightly lower at the beginning of perfusion, and then gradually increased to the normal level. The water content of brain tissue in the sub-low and docile perfusion group was 78.95% ± 0.39%, which was significantly higher than that in the control group (75.27% ± 0.55%, t = 10.49, p < 0.001), and the difference was statistically significant. Compared with the blank control group, the structure and morphology of pyramidal neurons in the prefrontal cortex and CA1 region of the hippocampal gyrus were similar, and their integrity was better. The structural integrity of granulosa neurons was destroyed and cell edema increased in the perfusion group compared with the blank control group. Immunofluorescence staining for glail fibrillary acidic protein and Iba1, markers of glial cells, revealed well-preserved cell structures in the perfusion group. While there were indications of abnormal cellular activity, the analysis showed no significant difference in axon thickness or integrity compared to the 1-h blank control group.
CONCLUSIONS
Mild hypothermic machine perfusion can improve ischemia and hypoxia injury of yorkshire brain tissue caused by traumatic blood loss and delay the necrosis and apoptosis of yorkshire brain tissue by continuous oxygen supply, maintaining ion homeostasis and reducing tissue metabolism level.
Animals
;
Perfusion/methods*
;
Disease Models, Animal
;
Brain Injuries/etiology*
;
Swine
;
Male
;
Hypothermia, Induced/methods*
7.Identification of the C5aR1 and CCL2 genes in vascular dementia based on bioinformatics analysis and its clinical significance
Kai SHENG ; Yan ZHU ; Ming YU ; Yuhao XU
Chinese Journal of Geriatrics 2025;44(1):27-33
Objective:Based on bioinformatics analysis, this study aimed to identify the complement component 5a receptor 1(C5aR1)and chemokine C-C motif ligand-2(CCL2)genes in vascular dementia(VaD)and to explore the expression and clinical significance of serum C5aR1 and CCL2 levels in VaD patients.Methods:The GSE122063 dataset was selected from the Gene Expression Omnibus(GEO)database to screen for consistently differentially expressed genes in the frontal and temporal lobes of VaD patients and non-dementia patients.The Matascape database was used to analyze the functions and pathways of differentially expressed genes, and the STRING network and Cytoscape software were used to identify key genes.In this case-control study, 53 VaD patients seeking care at the Department of Neurology of the Affiliated Hospital of Jiangsu University between January 2022 and December 2022 were included in the VaD group, and 50 non-dementia individuals were included in the control group.General information, Montreal Cognitive Assessment(MoCA)scores, Mini-Mental State Examination(MMSE)scores, and scores of the total cerebral small vessel disease(CSVD)burden were collected for both groups, and serum C5aR1 and CCL2 expression was detected.The correlation of serum C5aR1 and CCL2 levels with MoCA scores, MMSE scores, and scores of the total CSVD burden in the VaD group was analyzed.Receiver operating characteristic(ROC)curve analysis was used to assess the diagnostic value of serum C5aR1 and CCL2 levels in VaD.Results:In the GSE122063 dataset, compared with non-dementia patients, there were 43 upregulated genes and 63 downregulated genes simultaneously in the frontal and temporal lobes in the VaD group.After importing 106 genes into the Cytoscape software and using the Stress and Betweenness algorithms in the cytoHubba plugin, two key genes, C5aR1 and CCL2, were identified.Serum levels of C5aR1[(57.25±10.34)μg/L vs.(43.26±8.24)μg/L, t=7.607, P<0.001]and CCL2[(210.42±42.19)ng/L vs.(151.73±36.04)ng/L, t=7.570, P<0.001]in the VaD group were higher than those in the control group.Serum levels of C5aR1 and CCL2 were negatively correlated with MoCA scores( r=-0.691, -0.668, P<0.001)and MMSE scores( r=-0.736, -0.729, P<0.001), and positively correlated with scores of the total CSVD burden( r=0.598, 0.582, P<0.001).The areas under the ROC curve for serum C5aR1 and CCL2 levels in diagnosing VaD was 0.838 and 0.845, respectively.The area under the ROC curve with the combination of C5aR1 and CCL2 for the diagnosis of VaD was 0.896. Conclusions:Serum levels of C5aR1 and CCL2 are elevated in VaD patients and closely related to their cognitive function and the total CSVD burden, and may be used as an auxiliary diagnostic tool for VaD patients.
8.Asian consensus on normothermic intraperitoneal and systemic treatment for gastric cancer with peritoneal metastasis
Zhenggang ZHU ; Kitayama Joji ; Hyung-Ho Kim ; Jimmy Bok-Yan So ; Hui CAO ; Lin CHEN ; Xiangdong CHENG ; Jiankun HU ; Imano Motohiro ; Ishigami Hironori ; Ye Seob Jee ; Jong-Han Kim ; Yasuhiro Kodera ; Han LIANG ; Xiaowen LIU ; Sheng LU ; Yiping MOU ; Mingming NIE ; Won Jun Seo ; Yanong WANG ; Dan WU ; Zekuan XU ; Yamaguchi Hironori ; Chao YAN ; Zhongyin YANG ; Kai YIN ; Yonemura Yutaka ; Wei-Peng Yong ; Jiren YU ; Jun ZHANG ; Asian Gastric Cancer NIPS Treatment Collaborative Group ; Shanghai Anticancer Association, Committee of Peritoneal Tumor
Journal of Surgery Concepts & Practice 2025;30(4):277-294
Gastric cancer with peritoneal metastasis (GCPM) is a common and lethal manifestation of advanced gastric cancer, with a median survival of only 5-11 months. This consensus was developed by 30 experts from Asia (China, Japan, Korea, and Singapore) using the Delphi method and the GRADE evidence grading system. A total of 29 statements were formulated, covering the diagnosis and assessment of GCPM, indications for laparoscopic exploration and NIPS (normothermic intraperitoneal and systemic treatment), treatment regimens, prevention and management of complications, criteria for conversion surgery, and postoperative intraperitoneal therapy. The consensus aims to standardize clinical practice and improve the prognosis of patients with GCPM.
9.Effects of parenteral nutrition containing ω-3 fish oil fat emulsion on the inflammatory status of patients with intestinal fistula at the early stage
Zheng ZHOU ; Kun-Jian WEI ; Qun XU ; Kai GUO ; Ting GONG ; Guo-Sheng GU
Parenteral & Enteral Nutrition 2025;32(1):15-22
Objective:To study the effects of parenteral nutrition containing ω-3 fish oil fat emulsion on the inflammatory status of patients with intestinal fistula at the early stage.Methods:A retrospective analysis was conducted on 28 patients with intestinal fistula who were admitted to the Sixth Department of General Surgery of Anhui Provincial Second People's Hospital from November 2023 to May 2024.The patients were either divided into control group(n=15,parenteral nutrition alone group)or study group(n=13,parenteral nutrition plus ω-3 fish oil fat emulsion)according to whether ω-3 fish oil fat emulsion was added to parenteral nutrition.Both groups of patients received parenteral nutrition support treatment,and the study group was given ω-3 fish oil fat emulsion during treatment.The general information,inflammatory factors in the blood,nutrition,and immune status of two groups of patients were collected and compared.The feces samples on the first and 14th day of admission were collected and analyzed by 16S rRNA high-throughput sequencing of gut microbiota.Results:There was no statistically significant difference in the general information,inflammation,nutrition,immune status,and gut microbiota between the two groups of patients on the first day of admission(P>0.05),indicating comparability between the two groups.After two weeks of parenteral nutrition support,the counts of red blood cells,white blood cells,platelets,lymphocytes,and levels of C-reactive protein,glutamate-pyruvate transaminase,aspartate aminotransferase,total bilirubin,direct bilirubin,total protein,albumin,and creatinine in the research group were similar to those in the control group without statistically significant differences(P>0.05).However,the counts of neutrophils and levels of blood urea nitrogen in the study group were significantly lower than those in the control group(P=0.03 and P=0.01).In addition,the abundance of intestinal flora in the study group was significantly higher than that in the control group(P<0.05).At the genus level,the abundance of Bacteroides_uniformis,Parabacteroides_merdae,Alistipes_finegoldii,Streptococcus_constellatus,Christensenella_minuta were different between the two groups after two weeks of treatment(P<0.05).Conclusion:Parenteral nutrition containing ω-3 fish oil fat emulsion can reduce the counts of neutrophils,which may alleviate inflammatory responses for patients with intestinal fistula at the early stage.
10.Comparison of treatment regimens for unresectable stage III epidermal growth factor receptor ( EGFR ) mutant non-small cell lung cancer.
Xin DAI ; Qian XU ; Lei SHENG ; Xue ZHANG ; Miao HUANG ; Song LI ; Kai HUANG ; Jiahui CHU ; Jian WANG ; Jisheng LI ; Yanguo LIU ; Jianyuan ZHOU ; Shulun NIE ; Lian LIU
Chinese Medical Journal 2025;138(14):1687-1695
BACKGROUND:
Durvalumab after chemoradiotherapy (CRT) failed to bring survival benefits to patients with epidermal growth factor receptor ( EGFR ) mutations in PACIFIC study (evaluating durvalumab in patients with stage III, unresectable NSCLC who did not have disease progression after concurrent chemoradiotherapy). We aimed to explore whether locally advanced inoperable patients with EGFR mutations benefit from tyrosine kinase inhibitors (TKIs) and the optimal treatment regimen.
METHODS:
We searched the PubMed, Embase, the Cochrane Central Register of Controlled Trials, and ClinicalTrials.gov databases from inception to December 31, 2022 and performed a meta-analysis based on a Bayesian framework, with progression-free survival (PFS) and overall survival (OS) as the primary endpoints.
RESULTS:
A total of 1156 patients were identified in 16 studies that included 6 treatment measures, including CRT, CRT followed by durvalumab (CRT-Durva), TKI monotherapy, radiotherapy combined with TKI (RT-TKI), CRT combined with TKI (CRT-TKI), and TKI combined with durvalumab (TKI-Durva). The PFS of patients treated with TKI-containing regimens was significantly longer than that of patients treated with TKI-free regimens (hazard ratio [HR] = 0.37, 95% confidence interval [CI], 0.20-0.66). The PFS of TKI monotherapy was significantly longer than that of CRT (HR = 0.66, 95% CI, 0.50-0.87) but shorter than RT-TKI (HR = 1.78, 95% CI, 1.17-2.67). Furthermore, the PFS of RT-TKI or CRT-TKI were both significantly longer than that of CRT or CRT-Durva. RT-TKI ranked first in the Bayesian ranking, with the longest OS (60.8 months, 95% CI = 37.2-84.3 months) and the longest PFS (21.5 months, 95% CI, 15.4-27.5 months) in integrated analysis.
CONCLUSIONS:
For unresectable stage III EGFR mutant NSCLC, RT and TKI are both essential. Based on the current evidence, RT-TKI brings a superior survival advantage, while CRT-TKI needs further estimation. Large randomized clinical trials are urgently needed to explore the appropriate application sequences of TKI, radiotherapy, and chemotherapy.
REGISTRATION
PROSPERO; https://www.crd.york.ac.uk/PROSPERO/ ; No. CRD42022298490.
Humans
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Carcinoma, Non-Small-Cell Lung/therapy*
;
ErbB Receptors/genetics*
;
Lung Neoplasms/drug therapy*
;
Mutation/genetics*
;
Protein Kinase Inhibitors/therapeutic use*
;
Chemoradiotherapy
;
Antibodies, Monoclonal/therapeutic use*

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