1.A Single-cell Transcriptomic Study of Wenyang Jiedu Granules in Alleviating Influenza Virus Pneumonia by Suppressing Interferon Responses and Apoptotic Pathways in AT1 Cells
Jingyan XIN ; Shengle QIN ; Taoyu CHEN ; Yuntao LIU ; Xiaolu WANG ; Chaofeng LIANG ; Zhongde ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(13):76-85
ObjectiveTo investigate the molecular mechanisms by which Wenyang Jiedu granules (WYJD) alleviate influenza A virus (IAV)-induced pneumonia based on single-cell transcriptome sequencing. MethodsThirty female BALB/c mice were randomly divided into a blank control group (Control), IAV group, and WYJD low-, medium-, and high-dose groups (WYJD-L, WYJD-M, WYJD-H; 2.925, 5.85, 11.7 g·kg-1, n=6). Except for the Control group, all other groups were intranasally inoculated with IAV subtype H1N1 (A/PR/8/34) to establish an infection model. Two hours after modeling, drug administration was initiated and continued for 5 consecutive days, with daily monitoring of body weight and general condition. On day 6, mice were sacrificed and samples were collected. Lung index was calculated, and histopathological examination of lung tissue was performed. Lung tissues from the Control, IAV, and WYJD-H groups were subjected to single-cell transcriptome sequencing (n=3), focusing on type I alveolar epithelial cells (AT1) to analyze changes in gene expression and signaling pathways. Western blot was used to detect the expression changes of relevant proteins to validate the single-cell sequencing results. ResultsCompared with the Control group, the IAV group exhibited significantly decreased body weight (P<0.05) and significantly increased lung index (P<0.05). Compared with the IAV group, all WYJD-treated groups exhibited significantly increased body weight (P<0.01) and significantly decreased lung index (P<0.01). Single-cell sequencing analysis revealed that WYJD inhibited overactivation of interferon and inflammatory signaling pathways in AT1 cells after IAV infection, including interferon-γ response, interferon-α response, tumor necrosis factor-α/nuclear factor-κB (TNF-α/NF-κB), and interleukin-6/Janus kinase/signal transducer and activator of transcription 3 (IL-6/JAK/STAT3) pathways. Compared with the Control group, the number of AT1 cells in the IAV group showed a decreasing trend. Compared with the IAV group, the WYJD-H group showed an increasing trend, although neither difference was statistically significant. Further analysis of AT1 cell subpopulation gene expression showed that, compared with the Control group, the IAV group exhibited increased expression of pro-apoptotic genes FAS cell surface death receptor (FAS) and cyclin-dependent kinase inhibitor 1A (CDKN1A), a significant increase in tumor protein p53 (Tp53) expression (P<0.05), and significant decreases in expression of the AT1 marker gene advanced glycosylation end-product-specific receptor (AGER) and membrane structural gene caveolin1 (CAV1) (P<0.05, P<0.01). Compared with the IAV group, the WYJD-H group showed significantly decreased expression of FAS, CDKN1A, and Tp53 (P<0.05, P<0.01), and significantly increased expression of AGER and CAV1 (P<0.05, P<0.01). Regarding interferon response-related genes, compared with the Control group, the IAV group showed increased expression of interferon-stimulated gene 15 (ISG15), interferon-induced protein with tetratricopeptide repeats 3 (IFIT3), signal transducer and activator of transcription 2 (STAT2), bone marrow stromal cell antigen 2 (BST2), and C-X-C motif chemokine ligand 10 (CXCL10), with a significant increase in 2′,5′-oligoadenylate synthetase-like protein 1 (OASL1) (P<0.05). Compared with the IAV group, the WYJD-H group showed significantly decreased expression of all the above genes, with highly significant differences for ISG15, IFIT3, STAT2, BST2, and OASL1 (P<0.01), and a significant difference for CXCL10 (P<0.05). Among inflammation-related genes, compared with the Control group, the IAV group showed significantly increased expression of intercellular adhesion molecule 1 (ICAM1), tumor necrosis factor alpha-induced protein 3 (TNFAIP3), keratin 8 (KRT8), tumor necrosis factor receptor superfamily member 1A (TNFRSF1A), and TNFRSF1B (P<0.01), and increased expression of NFKBIA, a negative regulator of NF-κB (P<0.05). Compared with the IAV group, the WYJD-H group showed significantly decreased expression of KRT8 and TNFRSF1B (P<0.05), while ICAM1, NFKBIA, TNFAIP3, and TNFRSF1A showed decreasing trends without statistical significance. Western blot validation showed that, compared with the Control group, protein expression levels of ISG15, FAS, p53, and phosphorylated p65 (p-p65) in lung tissue of the IAV group were significantly increased (P<0.05, P<0.01). Compared with the IAV group, the WYJD-H group showed significantly decreased expression of these proteins (P<0.05, P<0.01). ConclusionWYJD may alleviate viral pneumonia by targeting gene expression in AT1 cells, inhibiting overactivated interferon and inflammatory signaling pathways after IAV infection, and downregulating pro-apoptotic signaling, thereby reducing alveolar epithelial injury.
2.Enhanced radiotheranostic targeting of integrin α5β1 with PEGylation-enabled peptide multidisplay platform (PEGibody): A strategy for prolonged tumor retention with fast blood clearance.
Siqi ZHANG ; Xiaohui MA ; Jiang WU ; Jieting SHEN ; Yuntao SHI ; Xingkai WANG ; Lin XIE ; Xiaona SUN ; Yuxuan WU ; Hao TIAN ; Xin GAO ; Xueyao CHEN ; Hongyi HUANG ; Lu CHEN ; Xuekai SONG ; Qichen HU ; Hailong ZHANG ; Feng WANG ; Zhao-Hui JIN ; Ming-Rong ZHANG ; Rui WANG ; Kuan HU
Acta Pharmaceutica Sinica B 2025;15(2):692-706
Peptide-based radiopharmaceuticals targeting integrin α5β1 show promise for precise tumor diagnosis and treatment. However, current peptide-based radioligands that target α5β1 demonstrate inadequate in vivo performance owing to limited tumor retention. The use of PEGylation to enhance the tumor retention of radiopharmaceuticals by prolonging blood circulation time poses a risk of increased blood toxicity. Therefore, a PEGylation strategy that boosts tumor retention while minimizing blood circulation time is urgently needed. Here, we developed a PEGylation-enabled peptide multidisplay platform (PEGibody) for PR_b, an α5β1 targeting peptide. PEGibody generation involved PEGylation and self-assembly. [64Cu]QM-2303 PEGibodies displayed spherical nanoparticles ranging from 100 to 200 nm in diameter. Compared with non-PEGylated radioligands, [64Cu]QM-2303 demonstrated enhanced tumor retention time due to increased binding affinity and stability. Importantly, the biodistribution analysis confirmed rapid clearance of [64Cu]QM-2303 from the bloodstream. Administration of a single dose of [177Lu]QM-2303 led to robust antitumor efficacy. Furthermore, [64Cu]/[177Lu]QM-2303 exhibited low hematological and organ toxicity in both healthy and tumor-bearing mice. Therefore, this study presents a PEGibody-based radiotheranostic approach that enhances tumor retention time and provides long-lasting antitumor effects without prolonging blood circulation lifetime. The PEGibody-based radiopharmaceutical [64Cu]/[177Lu]QM-2303 shows great potential for positron emission tomography imaging-guided targeted radionuclide therapy for α5β1-overexpressing tumors.
3.druglikeFilter 1.0: An AI powered filter for collectively measuring the drug-likeness of compounds.
Minjie MOU ; Yintao ZHANG ; Yuntao QIAN ; Zhimeng ZHOU ; Yang LIAO ; Tianle NIU ; Wei HU ; Yuanhao CHEN ; Ruoyu JIANG ; Hongping ZHAO ; Haibin DAI ; Yang ZHANG ; Tingting FU
Journal of Pharmaceutical Analysis 2025;15(6):101298-101298
Advancements in artificial intelligence (AI) and emerging technologies are rapidly expanding the exploration of chemical space, facilitating innovative drug discovery. However, the transformation of novel compounds into safe and effective drugs remains a lengthy, high-risk, and costly process. Comprehensive early-stage evaluation is essential for reducing costs and improving the success rate of drug development. Despite this need, no comprehensive tool currently supports systematic evaluation and efficient screening. Here, we present druglikeFilter, a deep learning-based framework designed to assess drug-likeness across four critical dimensions: 1) physicochemical rule evaluated by systematic determination, 2) toxicity alert investigated from multiple perspectives, 3) binding affinity measured by dual-path analysis, and 4) compound synthesizability assessed by retro-route prediction. By enabling automated, multidimensional filtering of compound libraries, druglikeFilter not only streamlines the drug development process but also plays a crucial role in advancing research efforts towards viable drug candidates, which can be freely accessed at https://idrblab.org/drugfilter/.
4.Effects of Yiqi Huoxue Jiedu formula on the gut microbiota in elderly patients with pulmonary-derived sepsis based on 16S rDNA sequencing: a multicenter prospective randomized double-blind controlled trial.
Rui CHEN ; Jiahua LAI ; Minlin ZHONG ; Ruifeng ZENG ; Fang LAI ; Yi YU ; Yuntao LIU ; Xiaotu XI ; Jun LI
Chinese Critical Care Medicine 2025;37(5):416-423
OBJECTIVE:
To investigate the effects of the combined Yiqi Huoxue Jiedu formula (YHJF) on intestinal microbiota in elderly patients with pulmonary-derived sepsis and identify potential microbial targets.
METHODS:
A prospective randomized double-blind controlled trial was conducted. Elderly patients with pulmonary infection-induced sepsis admitted to the emergency department of Guangdong Provincial Hospital of Traditional Chinese Medicine (TCM), intensive care unit (ICU) of Fangcun Hospital, and ICU of Daxuecheng Hospital, from November 2020 to October 2021 were enrolled and randomized into two groups. Both groups received conventional Western medicine treatment. The observation group additionally received YHJF (composed of 15 g of Panax ginseng, 9 g of Panax notoginseng, and 3 g of Rheum palmatum, dissolved in 50 mL warm water) orally or via nasogastric tube twice daily for 7 days; while the control group received a placebo. Clinical data and fresh fecal samples were collected before treatment and on days 5-7 of treatment. Intestinal microbiota diversity and structure were analyzed via 16S rDNA sequencing and bioinformatics [α diversity, β diversity, and linear discriminant analysis effect size (LEfSe)].
RESULTS:
Fifty-five patients were included (29 in the control group, 26 in the observation group). There were no significantly differences in gender, age, comorbidities, and baseline sequential organ failure assessment (SOFA), acute physiology and chronic health evaluation II (APACHE II), acute gastrointestinal injury (AGI) classification score, and gastrointestinal failure (GIF) score between the two groups. Compared to the control group, the observation group showed significantly lower serum procalcitonin, APACHE II score, and greater reduction in GIF score by day 7. Thirty fecal samples were collected pre-treatment (baseline group), 29 post-treatment from the control group, and 26 from the observation group. Gut microbiota α diversity analysis revealed that Simpson index in the observation group and control group were significantly decreased compared to the baseline group [0.75 (0.53, 0.91), 0.81 (0.32, 0.91) vs. 0.88 (0.87, 0.89), both P < 0.05], but there was no significantly difference between the observation group and the control group. There were no significantly differences in Chao1, Ace, and Shannon indices among three groups. β diversity analysis indicated that distinct microbiota structures among three groups (R2 = 0.096, P = 0.026). Species difference analysis showed that, at the phylum level, Firmicutes (53.69%), Actinobacteria (16.23%), Proteobacteria (15.39%), and Bacteroidetes (9.57%) dominated, with no significant intergroup differences. At the genus level, 38 taxa showed significant differences. Compared to the control group, the observation group exhibited increased Erysipelatoclostridium (P = 0.014) and Faecalibacterium (P = 0.013), and decreased Bacteroides (P = 0.009), Bilophila (P = 0.005), Eggerthella (P = 0.002), and Collinsella (P = 0.043). LEfSe analysis highlighted Lactobacillus salivarius, Erysipelatoclostridium, Collinsella, Cloacibacillus, and Bacteroides as key discriminators.
CONCLUSION
YHJF combined with conventional therapy alters intestinal microbiota structure in patients with elderly pulmonary-derived sepsis, with Bacteroides, Erysipelatoclostridium, and Collinsella identified as potential microbial targets.
Humans
;
Gastrointestinal Microbiome/drug effects*
;
Drugs, Chinese Herbal/therapeutic use*
;
Double-Blind Method
;
Sepsis/drug therapy*
;
Aged
;
Prospective Studies
;
RNA, Ribosomal, 16S/genetics*
;
Male
;
Female
;
Panax notoginseng
;
Rheum
5.Research progress in online monitoring technologies for workplace dust concentration
Qiangzhi GUO ; Yuntao MU ; Jinning YU ; Chuntao GE ; Chen WANG ; Zhiguo ZHOU ; Xue JIANG ; Yazhen WANG ; Jinling LIU ; Di LIU ; Shibiao SU
China Occupational Medicine 2025;52(4):472-476
Occupational pneumoconiosis remains the most common occupational disease in China, with occupational mineral dust exposure being its primary causative factor. Although national standards for online monitoring and early warning systems of coal mine dust concentrations have been established, national occupational health standards for rapid and online monitoring of dust concentration and particle size distribution in other industries are still limited. Among dust concentration sensor technologies, the light scattering method is the preferred choice for online dust monitoring owing to its wide measurement range and low cost. The beta-ray absorption method is mature but highly sensitive to humidity. The electrostatic induction method offers high sensitivity, simple structure, and low maintenance costs but exhibits high errors in low-concentration dust monitoring. The tapered element oscillating microbalance method is highly sensitive but costly. Multi-sensor data fusion technology can improve monitoring reliability, however, mature domestic products are not yet available. For monitoring dust particle size distribution, sieving and sedimentation methods are cumbersome. The aerodynamic method shows broad prospects in the online monitoring of respirable dust but has obvious measurement errors for larger dust particles. The use of optical measurement method is limited by dust morphology and is not suitable for monitoring coal dust particle size distribution. The electrical mobility method is primarily applicable to submicron dust. Future research should focus on promoting the application of monitoring technology for respirable dust particle size distribution in online monitoring of industrial dust. By integrating Internet of Things, data mining, and artificial intelligence technologies, along with multi-sensor data fusion and numerical simulation, dust concentration prediction models can be established to achieve accurate dust concentration monitoring and early warning of exceedances. The advancements of technologies will provide scientific support for the assessment of industrial dust hazards and the prevention and control of occupational pneumoconiosis.
6.The effect of cumulative non-high density lipoprotein cholesterol/high density lipo-protein cholesterol exposure on atherosclerotic cardiovascular disease
Luqing LIU ; Meixiao WANG ; Shihe LIU ; Xiaoxue ZHANG ; Yixiu CHEN ; Zhihui LIU ; Shouling WU ; Yuntao WU
Chinese Journal of Arteriosclerosis 2025;33(1):58-67
Aim To investigate the effect of cumulative non-high density lipoprotein cholesterol/high density lip-oprotein cholesterol(non-HDLC/HDLC)exposure on atherosclerotic cardiovascular disease(ASCVD).Methods A prospective cohort study was conducted.A total of 50 777 employees of Kailuan Group who participated in three physical examinations in 2006-2007,2008-2009 and 2010-2011 were selected as the study subjects.Groups were divided into Q1,Q2,Q3 and Q4 according to the cumulative non-HDLC/HDLC exposure quartiles.Kaplan-Meier curve was used to calculate the cumulative incidence of ASCVD in different cumulative non-HDLC/HDLC groups,and Log-rank test was used to compare the differences among groups.Cox proportional risk model was used to analyze the effect of cumulative non-HDLC/HDLC exposure on ASCVD.Results The average follow-up was(10.19±2.21)years,and 5 003 new cases of ASCVD occurred.The cumulative incidence of ASCVD in groups Q1 to Q4 was 6.49%,8.71%,10.86%and 14.85%,respectively(Log-rank P<0.01).Multivariate Cox regression analysis showed that compared with group Q1,the HR(95%CI)of ASCVD in groups Q2,Q3 and Q4 were 1.13(1.03~1.24),1.18(1.07~1.29),1.22(1.12~1.34),respectively;the HR(95%CI)of myocardial infarction were 1.15(0.87~1.53),1.44(1.10~1.88),1.67(1.29~2.17),respectively;the HR(95%CI)of revascularization were 1.21(0.99~1.49),1.31(1.07~1.60)and 1.49(1.22~1.81),respectively;the HR(95%CI)of ischemic stroke were 1.17(1.03~1.32),1.17(1.04~1.33)and 1.21(1.06~1.37),respectively;but the above association was not found when heart failure and atrial fibrillation were used as the outcome events.The restricted cubic spline showed that cumulative non-HDLC/HDLC values were line-arly associated with the risk of ASCVD.Conclusion Cumulative non-HDLC/HDLC exposure was positively associated with the risk of ASCVD.
7.druglikeFilter 1.0:An AI powered filter for collectively measuring the drug-likeness of compounds
Minjie MOU ; Yintao ZHANG ; Yuntao QIAN ; Zhimeng ZHOU ; Yang LIAO ; Tianle NIU ; Wei HU ; Yuanhao CHEN ; Ruoyu JIANG ; Hongping ZHAO ; Haibin DAI ; Yang ZHANG ; Tingting FU
Journal of Pharmaceutical Analysis 2025;15(6):1370-1377
Advancements in artificial intelligence(AI)and emerging technologies are rapidly expanding the exploration of chemical space,facilitating innovative drug discovery.However,the transformation of novel compounds into safe and effective drugs remains a lengthy,high-risk,and costly process.Comprehensive early-stage evaluation is essential for reducing costs and improving the success rate of drug development.Despite this need,no comprehensive tool currently supports systematic evaluation and efficient screening.Here,we present druglikeFilter,a deep learning-based framework designed to assess drug-likeness across four critical dimensions:1)physicochemical rule evaluated by systematic determination,2)toxicity alert investigated from multiple perspectives,3)binding affinity measured by dual-path analysis,and 4)compound synthesizability assessed by retro-route prediction.By enabling automated,multidimensional filtering of compound libraries,druglikeFilter not only streamlines the drug development process but also plays a crucial role in advancing research efforts towards viable drug candidates,which can be freely accessed at https://idrblab.org/drugfilter/.
8.The effect of cumulative non-high density lipoprotein cholesterol/high density lipo-protein cholesterol exposure on atherosclerotic cardiovascular disease
Luqing LIU ; Meixiao WANG ; Shihe LIU ; Xiaoxue ZHANG ; Yixiu CHEN ; Zhihui LIU ; Shouling WU ; Yuntao WU
Chinese Journal of Arteriosclerosis 2025;33(1):58-67
Aim To investigate the effect of cumulative non-high density lipoprotein cholesterol/high density lip-oprotein cholesterol(non-HDLC/HDLC)exposure on atherosclerotic cardiovascular disease(ASCVD).Methods A prospective cohort study was conducted.A total of 50 777 employees of Kailuan Group who participated in three physical examinations in 2006-2007,2008-2009 and 2010-2011 were selected as the study subjects.Groups were divided into Q1,Q2,Q3 and Q4 according to the cumulative non-HDLC/HDLC exposure quartiles.Kaplan-Meier curve was used to calculate the cumulative incidence of ASCVD in different cumulative non-HDLC/HDLC groups,and Log-rank test was used to compare the differences among groups.Cox proportional risk model was used to analyze the effect of cumulative non-HDLC/HDLC exposure on ASCVD.Results The average follow-up was(10.19±2.21)years,and 5 003 new cases of ASCVD occurred.The cumulative incidence of ASCVD in groups Q1 to Q4 was 6.49%,8.71%,10.86%and 14.85%,respectively(Log-rank P<0.01).Multivariate Cox regression analysis showed that compared with group Q1,the HR(95%CI)of ASCVD in groups Q2,Q3 and Q4 were 1.13(1.03~1.24),1.18(1.07~1.29),1.22(1.12~1.34),respectively;the HR(95%CI)of myocardial infarction were 1.15(0.87~1.53),1.44(1.10~1.88),1.67(1.29~2.17),respectively;the HR(95%CI)of revascularization were 1.21(0.99~1.49),1.31(1.07~1.60)and 1.49(1.22~1.81),respectively;the HR(95%CI)of ischemic stroke were 1.17(1.03~1.32),1.17(1.04~1.33)and 1.21(1.06~1.37),respectively;but the above association was not found when heart failure and atrial fibrillation were used as the outcome events.The restricted cubic spline showed that cumulative non-HDLC/HDLC values were line-arly associated with the risk of ASCVD.Conclusion Cumulative non-HDLC/HDLC exposure was positively associated with the risk of ASCVD.
9.Comparison of occupational exposure limits in China with threshold limit values announced by American Conference of Governmental Industrial Hygienists
Qiangzhi GUO ; Yazhen WANG ; Yuntao MU ; Jinling LIU ; Xue JIANG ; Di LIU ; Chen SHEN ; Lingling LI ; Yi LIU
Journal of Environmental and Occupational Medicine 2024;41(11):1290-1296
Background The threshold limit values (TLVs) established and regularly updated by the American Conference of Governmental Industrial Hygienists (ACGIH) are widely adopted and referenced globally, serving as a crucial reference for China's occupational exposure limits (OELs). It is necessary to track it regularly and compare it with China's OELs. Objective To compare the OELs stipulated in Occupational exposure limits for hazardous agents in the workplace—Part 1: Chemical hazardous agents (GBZ 2.1—2019) and the ACGIH TLVs (2024) and to provide references for subsequent formulation and revision of OELs in China. Methods The OELs specified in GBZ 2.1—2019 and the TLVs issued by ACGIH were used to establish a database using Microsoft Excel 2019 software. Cross verification was conducted through matching Chemical Abstracts Service Registry Numbers (CAS Rn) and both Chinese and English names to ensure accuracy. Then, comparisons and analyses were carried out based on the type of limit values, which were matched as follows: permissible concentration-time weighted average (PC-TWA) with threshold limit value-time weighted average (TLV-TWA), permissible concentration-short term exposure limit (PC-STEL) with threshold limit value-short term exposure limit (TLV-STEL), and maximum allowable concentration (MAC) with threshold limit value-ceiling (TLV-C). Comparisons included types, quantities, and sizes of limits. Results The GBZ 2.1—2019 OELs and the ACGIH TLVs (2024) were generally consistent in terms of types and definitions, but there were differences in the number and size of the limits. In terms of the number of limits, GBZ 2.1—2019 specified 365 OELs for 358 chemical hazardous agents, while ACGIH TLVs (2024) included 316 corresponding limits. Among these, 148 (46.9%) limits were consistent, 38 (12.0%) were basically consistent, and 130 (41.1%) were inconsistent. In terms of the size of the limits, out of the 130 inconsistent limits, 51 OELs were lower than the corresponding TLVs, 67 OELs were higher than the corresponding TLVs, and 12 were under different limit types. For some chemical hazardous agents, their OELs were significantly lower or higher than their TLVs. Conclusion Some of the OELs for chemical hazardous agents specified in GBZ 2.1—2019 are significantly lower or higher than the TLVs. For these chemical hazardous factors, it is recommended to prioritize their inclusion in research projects and to complete the revisions as soon as possible based on the latest scientific evidence.
10.Clinical Significance of FOXP3 Expression in BRCA1/2-Mutant Breast Cancer
Linxi CHEN ; Li HU ; Jiuan CHEN ; Lu YAO ; Juan ZHANG ; Ye XU ; Yuntao XIE
Cancer Research on Prevention and Treatment 2024;51(7):561-566
Objective To investigate the potential significance of FOXP3 expression in BRCA1/2-mutant breast cancer.Methods A total of 48 BRCA mutation carriers(16 with BRCA1 and 32 with BRCA2)and 78 age-matched non-carriers were included in this study.Immunohistochemistry was used to detect the expression of FOXP3 in breast cancer tissues.The FOXP3 RNA expression in 39 BRCA1,36 BRCA2,and 948 non-carrier breast cancer patients from TCGA-BRCA and the correlation with homologous recombin-ation deficiency scores were evaluated to validate the immunohistochemistry results.Results The FOXP3 positive rate was 43.8%(7/16)in BRCA1 mutation carriers,59.4%(19/32)in BRCA2 mutation carriers,and 9.0%(7/78)in non-carriers.The FOXP3 positive rates in patients with BRCA1/2 mutant breast cancer were significantly higher than those in non-carriers(P=0.002;P<0.001).TCGA-BRCA results showed that the FOXP3 RNA level in BRCA1/2 mutant breast cancer was significantly higher than that in non-carriers(P=0.02,P=0.004).The FOXP3 RNA level was positively correlated with the homologous recombination deficiency score(Spearman R=0.30,P<2.2e-16).Conclusion Patients with BRCA1/2 mutant breast cancers have higher FOXP3expression than non-carriers,and may be more sensitive to immunotherapy.

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