Literature DB >> 33758543

The Prevalence and Concurrent Pathogenic Mutations of KRAS G12C in Northeast Chinese Non-small-cell Lung Cancer Patients.

Yan Liu1, Hui Li1, Jing Zhu2, Yang Zhang2, Xianhong Liu2, Rixin Li1, Qiang Zhang3, Ying Cheng1,2.   

Abstract

OBJECTIVE: KRAS mutation is one of important driver genes in non-small-cell lung cancer (NSCLC) and the patients with KRAS G12C mutations benefit from the inhibitor AMG510. However, the frequency, concurrent pathogenic mutations, and clinical characteristic of KRAS G12C is unknown in the NSCLC population of Northeast China.
METHODS: The retrospective analysis was derived from 431 NSCLC patients in Jilin Cancer Hospital between January 2018 and June 2019. The mutation frequency and concurrent mutations of KRAS G12C in tumor or peripheral blood was detected by next-generation sequencing (NGS).
RESULTS: The RAS mutant rate was observed in 10.7% (46/431) of this cohort. All RAS-driver cancers are caused by mutations in the KRAS isoform, while the NRAS and HRAS isoforms were not detected. Among KRAS-mutant patients, 42 (91.3%) showed exon 2 mutation in 12 codon and 13 codon. KRAS G12C showed a 4.6% (20/431) mutation rate in this cohort and the highest frequency (43.5%, 20/46) in KRAS-mutant-positive patients. There was no difference between tumor tissue and plasma in terms of either KRAS or KRAS G12C mutation. The most frequent co-occurrence mutations with KRAS G12C were TP53, followed by PTEN. Furthermore, KRAS G12C was exclusive with STK11 mutation. KRAS G12C mutation was associated with age, disease stage, and smoking status (P=0.024; P=0.02; P=0.006), smoking remained an independent factor for KRAS G12C mutation (P=0.037), and higher mutation frequency in patients older than 60, stage I-III, or smoking in NSCLC (P=0.0151, P=0.0343, P=0.0046, respectively).
CONCLUSION: KRAS mutation was the only isoforms of RAS family, of these 43.5% harbored the KRAS G12C subtype in northeastern Chinese NSCLC patients. KRAS G12C is associated with age, pathological stage and smoking status, more commonly harbored TP53/PTEN mutations, and providing more genome profile for targeted therapy in local clinical practice.
© 2021 Liu et al.

Entities:  

Keywords:  KRASG12C; mutations; next-generation sequencing; non-small-cell lung cancer; plasma; tissue

Year:  2021        PMID: 33758543      PMCID: PMC7979353          DOI: 10.2147/CMAR.S282617

Source DB:  PubMed          Journal:  Cancer Manag Res        ISSN: 1179-1322            Impact factor:   3.989


Introduction

Non-small-cell lung cancer (NSCLC) is the most common histological type of lung cancer, accounting for 80–85% of lung cancers and has become the most fatal cancer in the world.1 Recently, targeted therapy based on various driver oncogene variants (EGFR, ALK and ROS1, KRAS, MET, PIK3CA, RET, BRAF) has shown great antitumor activity; unfortunately, KRAS mutations had a more complicated mechanism in comparison with other driver genes such as EGFR, with poor prognosis and high risk of tumor recurrence.2 Although prevalent, no specific treatment has been successfully developed for these NSCLCs. KRAS mutations are some of the most prevalent alterations, approximately 10% of Asian NSCLC patients and 7.5% of Chinese NSCLC patients harbor the KRAS mutation, with codon 12 and 13 mutations being the most frequent and the most common subtypes are G12C, G12V and G12D.3,4 KRAS is a mutant type of KRAS guanosine triphosphatase (GTPase), and an inhibitor targeting KRAS is a promising novel tumor-specific therapy for tumors driven by mutant proteins.5 Current studies on KRAS inhibitors and the mechanism of drug resistance have confirmed that patients with KRAS mutations benefit from the inhibitor AMG510,6 which has also been approved by the FDA as an orphan drug for NSCLC and colon cancer with KRAS mutation. KRAS can induce allosteric switch II pocket (s-iip) and take cys-12 as the specific covalent target of alleles, which were considered as potential drug targets.2 Now, KRAS mutation was verified by the NGS, various clinical parameters and genetic mutation have been proposed to predict the relevance with KRAS (such as sex, age, smoking, co-mutation gene). In the current study we aim to discover a more precise delineation of candidate target populations and distinctive KRAS co-mutation subtypes in the northeast Chinese population. We retrospectively investigated and evaluated the KRAS mutation in northeast Chinese NSCLC, and the association between clinical factors and KRAS mutation status.

Materials and Methods

Patients and Samples

Four hundred and thirty-one samples were collected from Jilin Cancer Hospital between January 2018 and June 2019, 268 cases were tested through eight gene panel, 81 cases by 168 gene panel and 82 matched cases using 520 gene panel, respectively (Figure 1). Clinic pathological data were collected from the electronic medical records in Jilin Cancer Hospital, and the factors included age, sex, and clinical stage, smoking history, brain metastasis, PS score and histology. All participants signed the informed consent agreement before participating in the study, the data were anonymized, the study was approved by the Clinical Research Ethics Committee of Jilin Cancer Hospital and was conducted in accordance with the Declaration of Helsinki.
Figure 1

Study flowchart.

Study flowchart.

DNA Extraction

DNA was extracted by DNA FFPE tissue kit (AmoyDx, China) and ctDNA extraction kit (QIAGEN, Germany) according to the manufacturer’s instructions. DNA concentration was quantified by Nanodrop 3000C and Qubit 4.0 (Thermo Fisher Scientific, Waltham, MA, USA).

Next-generation Sequencing Analysis

Library preparation was performed following manufacturer’s protocol (Burning Rock Biotech, Guangzhou, China). DNA Fragments (range: 200–400 bp) were purified by AMPure beads (Beckman Coulter, CA, USA), and captured with probe baits, hybrid selection with magnetic beads by RT-PCR amplification. Subsequently, DNA quality and size were assessed by high-sensitivity DNA assay. Indexed samples were sequenced on a MiSeq system (Beckman Coulter) with paired-end reads. The input of extracted DNA should be in the range of (30−200 ng). Sequencing platform was used by Illumina NextSeq 500 Sequencing Platform with tissue DNA (1000X) and cfDNA (20000X). All samples were analyzed by NGS targeted panel (Burning Rock Dx, China), which eight-gene panel covers well-known lung adenocarcinoma driver genes, 168 genes covers known lung cancer-related genes and 520 genes covers solid tumor-related genes. ().

Statistical Analysis

All data was performed by SPSS Statistics 19.0 software (IBM Corporation, Armonk, NY, USA). Fisher’s exact test was used to evaluate mutation differences and clinical factor between KRAS and KRAS. Logistic regression analysis was used to identify as independent factors for KRAS mutations. A P-value of <0.05 was considered statistically significant.

Results

Patient Population

Among 431 samples were those from tumor tissue 332 (77.04%), 99 (22.96%) plasma; 198 women (54.07%) and 233 men (45.93%), with a median age of 63 years (range: 34–86 years), respectively. Of the 431 patients, 263 (61.02%) were smokers, and 168 were nonsmokers. The histological characterization of tumors revealed that 370 samples were adenocarcinoma (85.85%), 61 were squamous cell carcinoma (14.15%). Of the 431 patients, characterization of the pathological stage showed 115 samples in stage I–III (26.68%), and 316 samples in stage IV (73.32%) (Table 1).
Table 1

Patient Characteristics

Characteristicsn (%)
Age (years)63 (34–86)
Sex
 Male198 (45.93)
 Female233 (54.07)
Stage
 I–III115 (26.68)
 IV316 (73.32)
Smoking history
 Yes168 (38.98)
 No263 (61.02)
Brain metastasis
 Yes106 (24.59)
 No325 (75.41)
PS score
 0–1365 (84.68)
 2–366 (15.32)
Histology
 Adenocarcinoma370 (85.85)
 Squamous cell carcinoma61 (14.15)
Patient Characteristics

KRAS is the Most Common Mutation Type of KRAS in NSCLC

The RAS mutation rate was 10.7% (46/431), and KRAS was the only mutation subtype of RAS (NRAS, KRAS, HRAS). 42 (91.3%) indicated KRAS gene exon 2 mutation, 12 and 13 codon of KRAS gene mutations were detected, and KRAS showed the highest frequency, the total mutation rate of KRAS in NSCLC was 4.6% (20/431) and 43.5% (20/46) of KRAS mutant subtypes, followed by 17.4% (8/46) of KRAS, 8.7% (4/46) of KRAS, and 8.7% (4/46) of KRAS. The mutation frequency of other KRAS types was lower (Figure 2).
Figure 2

Mutation frequencies of KRAS subtypes.

Mutation frequencies of KRAS subtypes.

KRAS Mutation Between Tumor Tissue and Plasma

We compared the KRAS mutation spectrums between tumor tissue and ctDNA derived from peripheral blood in this study. Collectively, 37 (11.14%) and 16 (4.81%) patients had KRAS and KRAS mutation spectrum in tumor tissue, nine (9.09%) and four (4.04%) patients in ctDNA, but no significant difference was found in the two sample types (P=0.711, P=1.000, Table 2), respectively.
Table 2

Mutation Frequencies of KRAS Subtypes Between Tumor Tissue and Plasma

Sample TypeKRASPKRASG12CP
mutwtmutwt
Tumor tissue372950.711163161.000
Plasma990495
Total4638520411
Mutation Frequencies of KRAS Subtypes Between Tumor Tissue and Plasma

Co-occurring Genomic Alterations Between KRAS and Lung Cancer Pathogenic Gene

Lung cancer driver genes (include EGFR, RAS, ALK, ROS1, MET, RET BRAF, and HER-2) mutation samples were observed in 332 (77.3%) of 431 patients. Eight (40%) of 20 patients harbored only KRAS mutations, and 12 (60%) had multiple KRAS mutations, including eight (40%) KRAS patients had co-occurring driver oncogenes, was higher trend than KRAS with driver oncogenes mutations (6/26,23%), but no statistical significance (P=0.33), the most commonly co-occurring genomic alterations with KRAS were EGFR (10%, 2/20), ROS1 (10%, 2/20), MET (10%), HER2 (5%, 1/20), ALK (5%, 1/20), BRAF (5%, 1/20), and RET (0%), respectively (Figure 3, ). One hundred and sixty-three patients from 168 gene panel or 520 gene panel found that the KRAS gene is often accompanied by TP53 and PTEN mutation, the mutation rates were 50% (3/6) and 16.7% (1/6), respectively, but STK11 (0.0%, 0/6).
Figure 3

Driver genetic mutations spectrums identified by next-generation sequencing of 332 patients with NSCLC tumor tissue and plasma. Side bar represents the percentage of patients with driver gene mutation. Top bar represents the number of mutations per patient. Different types of mutations are denoted in different colors.

Driver genetic mutations spectrums identified by next-generation sequencing of 332 patients with NSCLC tumor tissue and plasma. Side bar represents the percentage of patients with driver gene mutation. Top bar represents the number of mutations per patient. Different types of mutations are denoted in different colors.

Age, Smoking History and Pathological Stage Associated with KRAS Mutation

The mutation rate of KRAS gene in smokers was higher than that in nonsmokers, 8.33% (14/168) vs 2.28% (6/263), P=0.0046). KRAS has a higher mutation rate in age (≥60 years) 15.2% (18/274) vs 1.27% (2/157); P=0.0151). KRAS mutation was associated with the pathological staging of the patients, 8.69% (10/115) vs 3.16% (10/316), P=0.0343), but was not associated with gender, brain metastasis, PS score, and histology (P=0.2515, P=0.4282, P=0.5266 and P=0.7526) (Table 3), to further identify the values of clinical factor on KRAS mutations, logistic regression analysis was included. In the univariate logistic analysis, age, smoker, clinical stage were identified as independent factors for KRAS mutations (OR=0.551, P=0.024; OR=5.449, P=0.02; OR=0.343, P=0.006). In the multivariate logistic model, smoker (OR=0.306, P=0.037) remained independent factors for KRAS (Table 4). Furthermore, we found that KRAS was dominant in male smokers (100%, 4/4)
Table 3

431 Correlation Analysis Between KRAS and Clinic Pathological Factors in Patients

KRASG12C-mut n=20KRASG12C-wt n=411P-value
Sex
 Male121860.2515
 Female8225
Age
 <60 year21550.0151*
 ≥60 year18256
Stage
 I–III101050.0343*
 IV10306
Smoking history
 Yes141540.0046**
 No6257
Brain metastasis
 Yes31030.4282
 No17308
PS score
 0–1163490.5266
 2–3462
Histology
 Adenocarcinoma183520.7526
 Squamous cell carcinoma259

Notes: *P-value <0.05; **P-value <0.01.

Abbreviations: mut, mutation; wt, wild type.

Table 4

Univariate and Multivariate Analysis of KRAS and Clinical Factor

Univariate AnalysisMultivariate Analysis
OR95%CIP-valueOR95%CIP-value
Sex0.2020.936
Male11
Female0.5510.221–1.3771.0440.363–3.001
Age0.0240.076
<6011
≥605.4491.247–23.8053.9320.868–17.823
Stage0.020.082
I–III11
IV0.3430.139–0.8470.4150.154–1.118
Smoking history0.0060.037
Yes11
No0.2570.097–0.6820.3060.101–0.929
Brain metastasis0.3150.871
Yes11
No1.8950.544–6.5980.8920.226–3.516
PS score0.5530.704
0–111
2–31.4070.455–4.3501.2560.388–4.066
Histology0.5880.617
Adenocarcinoma11
Squamous cell carcinoma0.6630.15–2.9320.6770.147–3.116
431 Correlation Analysis Between KRAS and Clinic Pathological Factors in Patients Notes: *P-value <0.05; **P-value <0.01. Abbreviations: mut, mutation; wt, wild type. Univariate and Multivariate Analysis of KRAS and Clinical Factor

Discussion

Previously reported RAS was detected in about 25–30% of tumors, several studies consistently reported that Westerners have a higher mutation rate than Asians (26% vs 11%).7 Another report similarly indicated 30% of RAS mutations in Western patients and 5–15% in the Asian population,8 which accounts for about 86% KRAS, 11% NRAS and 3% HRAS mutation of RAS-induced NSCLC, KRAS accounts for 90% of RAS gene mutations in lung adenocarcinoma and is the most common oncogene in NSCLC.9 Our data are consistent with recent studies, our results might indicate the current view that KRAS was the only RAS-mutant isoform, the mutation rate was 10.7% in 431 NSCLC patients, similar to the rates reported by Jia’s group and Liu’s group.10,11 Further studies showed that the KRAS mutation rate is 4.6% in lung cancer, and 43.5% in KRAS mutation for our study. It was similar to several studies in that the KRAS mutation frequency range is from 35% to 45% followed by KRAS and KRAS in KRAS mutant lung cancer, but a lower frequency reported by Liu’s group.9,11–15 One key finding of our study was that KRAS, including KRAS mutation of NSCLC reflected no difference in tissue and blood. Furthermore, this study also reveals the widespread existence of concomitant mutations in patients with KRAS mutant advanced NSCLC, especially driver gene mutations. The three predominant KRAS co-mutations were detected including EGFR-KRAS (10%), equal to ROS1-KRAS (10%) and MET-KRAS (10%). We found the four cases with EGFR-KRAS concomitant mutations in our cohort were all tested before EGFR-TKI treatment, thus partly ruling out the possibility that EGFR-KRAS co-mutation was related to EGFR-TKI resistance.16 Unfortunately, neither were the four cases derived from two separate tumor tissue. The incidence rate of EGFR-KRAS in the Chinese cohort might be likely ethnic-unique, based on the knowledge that the prevalence of EGFR mutation is higher in the Asian population.17 The co-occurrence of EGFR and KRAS was 0.92% (4/431) in our study, which was supported by Scheffler et al13 (1.2%). The four concomitant mutations were KRAS (n=2) co-occurring with either EGFR V1097I (n=1) or EGFR amplification (n=1) and KRAS (n=2) co-occurring with EGFR 19del (n=2). Although previous studies had reported that KRAS are mutually exclusive with mutations in EGFR and ALK in NSCLC,18,19 but coexisting EGFR and KRAS mutations have also been reported..20,21 (Zhu et al reported that three patients with coexisting EGFR and KRAS mutations were found in 206 patients (1.4%).22 We infer that genetic mutation status could be related with different races, sample numbers, as well as test methodology. Nevertheless, current data about KRAS co-occurring mutations in lung cancer is insufficient. Co-occurrence with TP53 or STK11 mutations is common in KRAS mutations.23,24 KRAS and TP53 co-mutations indicated that tumors harboring those mutations couldbe more responsive to immune checkpoint inhibition in lung cancer.25 Conversely, tumors harboring concurrent KRAS and STK11 mutations could be associated with an immunosuppressive microenvironment.26,27 Furthermore, the absence of PTEN promotes resistance to T cell-mediated immunotherapy.28 So we evaluated the mutation status of TP53, STK11 or PTEN in KRAS mutant patients, and it indicated that in the landscape of concurrent genetic alterations in patients with KRAS, the co-mutation rates were 50% and 16.7%, but KRAS was exclusive with STK11 mutation. KRAS (c.34G>T) alteration is a transversion and KRAS transversion mutations (G→T or G→C) were more common in smokers, in contrast, transition mutations (G→A) were more common in never-smokers in lung adenocarcinomas (n=500).29 Our data showed that smokers more commonly harbored KRAS mutations than KRAS (70% vs 37.5%), which is consistent with reports by Liu et al and Dogan et al.11,30 Data showed that KRAS-mutant NSCLC is genetically complex, with a higher frequency of co-occurring mutations with TP53, STK11, MET and ERBB2 amplifications,29 however, no conclusions implied that the co-occurrence mutations were related to the transversion. In comparison to KRAS, KRAS showed higher mutation frequency in patients older than 60 years, and stage I–III. Our findings were supported by other studies.11,13,31 In summary, our study indicated that KRAS mutations were the most frequent mutant subtype of KRAS in northeast Chinese NSCLC patients and might be involved in the smoking, age, and clinical stage, especially we demonstrated a high frequency of KRAS concomitant TP53/PTEN/EGFR. In addition, no difference was observed between tissue and plasma in the KRAS subgroup of the northeast Chinese NSCLC patients. Our findings might contribute to distinct therapeutic guidance in NSCLC. More data should be collected and explored to address predictive and prognostic value of KRAS in future studies.
  30 in total

Review 1.  New driver mutations in non-small-cell lung cancer.

Authors:  William Pao; Nicolas Girard
Journal:  Lancet Oncol       Date:  2011-02       Impact factor: 41.316

2.  Optimization of patient selection for gefitinib in non-small cell lung cancer by combined analysis of epidermal growth factor receptor mutation, K-ras mutation, and Akt phosphorylation.

Authors:  Sae-Won Han; Tae-You Kim; Yoon Kyung Jeon; Pil Gyu Hwang; Seock-Ah Im; Kyung-Hun Lee; Jee Hyun Kim; Dong-Wan Kim; Dae Seog Heo; Noe Kyeong Kim; Doo Hyun Chung; Yung-Jue Bang
Journal:  Clin Cancer Res       Date:  2006-04-15       Impact factor: 12.531

3.  Discovery of a Covalent Inhibitor of KRASG12C (AMG 510) for the Treatment of Solid Tumors.

Authors:  Brian A Lanman; Jennifer R Allen; John G Allen; Albert K Amegadzie; Kate S Ashton; Shon K Booker; Jian Jeffrey Chen; Ning Chen; Michael J Frohn; Guy Goodman; David J Kopecky; Longbin Liu; Patricia Lopez; Jonathan D Low; Vu Ma; Ana E Minatti; Thomas T Nguyen; Nobuko Nishimura; Alexander J Pickrell; Anthony B Reed; Youngsook Shin; Aaron C Siegmund; Nuria A Tamayo; Christopher M Tegley; Mary C Walton; Hui-Ling Wang; Ryan P Wurz; May Xue; Kevin C Yang; Pragathi Achanta; Michael D Bartberger; Jude Canon; L Steven Hollis; John D McCarter; Christopher Mohr; Karen Rex; Anne Y Saiki; Tisha San Miguel; Laurie P Volak; Kevin H Wang; Douglas A Whittington; Stephan G Zech; J Russell Lipford; Victor J Cee
Journal:  J Med Chem       Date:  2019-12-24       Impact factor: 7.446

Review 4.  Targeting the KRAS variant for treatment of non-small cell lung cancer: potential therapeutic applications.

Authors:  Biagio Ricciuti; Giulia Costanza Leonardi; Giulio Metro; Francesco Grignani; Luca Paglialunga; Guido Bellezza; Sara Baglivo; Clelia Mencaroni; Alice Baldi; Daniela Zicari; Lucio Crinò
Journal:  Expert Rev Respir Med       Date:  2015-11-17       Impact factor: 3.772

5.  ALK rearrangements are mutually exclusive with mutations in EGFR or KRAS: an analysis of 1,683 patients with non-small cell lung cancer.

Authors:  Justin F Gainor; Anna M Varghese; Sai-Hong Ignatius Ou; Sheheryar Kabraji; Mark M Awad; Ryohei Katayama; Amanda Pawlak; Mari Mino-Kenudson; Beow Y Yeap; Gregory J Riely; A John Iafrate; Maria E Arcila; Marc Ladanyi; Jeffrey A Engelman; Dora Dias-Santagata; Alice T Shaw
Journal:  Clin Cancer Res       Date:  2013-05-31       Impact factor: 12.531

6.  Impact of KRAS mutation subtype and concurrent pathogenic mutations on non-small cell lung cancer outcomes.

Authors:  Jacqueline V Aredo; Sukhmani K Padda; Christian A Kunder; Summer S Han; Joel W Neal; Joseph B Shrager; Heather A Wakelee
Journal:  Lung Cancer       Date:  2019-05-15       Impact factor: 6.081

7.  Evidence that synthetic lethality underlies the mutual exclusivity of oncogenic KRAS and EGFR mutations in lung adenocarcinoma.

Authors:  Arun M Unni; William W Lockwood; Kreshnik Zejnullahu; Shih-Queen Lee-Lin; Harold Varmus
Journal:  Elife       Date:  2015-06-05       Impact factor: 8.140

8.  Clinical features and therapeutic options in non-small cell lung cancer patients with concomitant mutations of EGFR, ALK, ROS1, KRAS or BRAF.

Authors:  Xibin Zhuang; Chao Zhao; Jiayu Li; Chunxia Su; Xiaoxia Chen; Shengxiang Ren; Xuefei Li; Caicun Zhou
Journal:  Cancer Med       Date:  2019-04-24       Impact factor: 4.452

9.  KRAS-G12C mutation is associated with poor outcome in surgically resected lung adenocarcinoma.

Authors:  Ernest Nadal; Guoan Chen; John R Prensner; Hiroe Shiratsuchi; Christine Sam; Lili Zhao; Gregory P Kalemkerian; Dean Brenner; Jules Lin; Rishindra M Reddy; Andrew C Chang; Gabriel Capellà; Felipe Cardenal; David G Beer; Nithya Ramnath
Journal:  J Thorac Oncol       Date:  2014-10       Impact factor: 15.609

10.  Comprehensive molecular profiling of lung adenocarcinoma.

Authors: 
Journal:  Nature       Date:  2014-07-09       Impact factor: 49.962

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Authors:  Mo Shen; Rongbin Qi; Justin Ren; Dongqing Lv; Haihua Yang
Journal:  Front Oncol       Date:  2022-01-05       Impact factor: 6.244

2.  Clinical characteristics and outcomes of Chinese patients with KRAS-mutant non-small cell lung cancer after chemotherapy.

Authors:  Yawen Zheng; Qinghua Lai; Hanxi Zhao; Xiaolin Li; Xiaorong Sun; Ligang Xing
Journal:  Cancer Commun (Lond)       Date:  2021-10-17

3.  Evaluation of KRAS Concomitant Mutations in Advanced Lung Adenocarcinoma Patients.

Authors:  Veronica Aran; Mariano Zalis; Tatiane Montella; Carlos Augusto Moreira de Sousa; Bruno L Ferrari; Carlos Gil Ferreira
Journal:  Medicina (Kaunas)       Date:  2021-09-29       Impact factor: 2.430

Review 4.  Daily Practice Assessment of KRAS Status in NSCLC Patients: A New Challenge for the Thoracic Pathologist Is Right around the Corner.

Authors:  Christophe Bontoux; Véronique Hofman; Patrick Brest; Marius Ilié; Baharia Mograbi; Paul Hofman
Journal:  Cancers (Basel)       Date:  2022-03-23       Impact factor: 6.639

5.  Characteristics and Treatment Outcomes in Advanced-Stage Non-Small Cell Lung Cancer Patients with a KRAS G12C Mutation: A Real-World Study.

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Journal:  J Clin Med       Date:  2022-07-15       Impact factor: 4.964

6.  Joint effects of polycyclic aromatic hydrocarbons, smoking, and XPC polymorphisms on damage in exon 2 of KRAS gene among young coke oven workers.

Authors:  Siqin Chen; Xingyue Yin; Yuefeng He; Qinghua He; Xiaomei Li; Maosheng Yan; Suli Huang; Jiachun Lu; Binyao Yang
Journal:  Front Public Health       Date:  2022-08-05

Review 7.  Non-small cell lung cancer in China.

Authors:  Peixin Chen; Yunhuan Liu; Yaokai Wen; Caicun Zhou
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