1.Effect and mechanism of peroxiredoxin 1 in microglial inflammation after spinal cord injury
Yongcheng YIN ; Xiangrui ZHAO ; Zhijie YANG ; Zheng LI ; Fang LI ; Bin NING
Chinese Journal of Tissue Engineering Research 2026;30(5):1106-1113
BACKGROUND:The inflammatory response of microglia is closely related to neuronal survival,regeneration,and functional recovery after spinal cord injury.Peroxiredoxin 1 is not only involved in the regulation of oxidative stress,but also has an important effect on cell proliferation,apoptosis,and inflammatory response.OBJECTIVE:To investigate the role and mechanism of peroxiredoxin 1 in the inflammatory response of microglia following spinal cord injury.METHODS:(1)Twelve female C57BL/6 mice were randomly divided into sham-operated(n=6)and spinal cord injury(n=6)groups.The sham-operated group was not modeled and acute spinal cord injury models were constructed in the spinal cord injury group using the modified Allen's method.Spinal cord tissue at the injured site was taken at 7 days after modeling and transcriptome sequencing was performed to identify differentially expressed genes.The expression of peroxiredoxin 1 in spinal cord tissues was verified using western blot and RT-qPCR.(2)Mouse microglia BV2 were divided into two groups:the control group was stimulated with lipopolysaccharide for 6 hours,and in the knockout group,lipopolysaccharide stimulation was applied for 6 hours at 24 hours after peroxiredoxin 1 was knocked down in the cells.RT-qPCR was performed to detect mRNA expression of peroxiredoxin 1,inflammatory factors(interleukin 1β,interleukin 6,inducible nitric oxide synthase,tumor necrosis factor α,C-C motif chemokine ligand 2,and C-X-C motif chemokine ligand 2),and western blot was performed to detect the expression of peroxiredoxin 1,inducible nitric oxide synthase,and reactive oxygen/mitogen-activated protein kinase signaling pathway proteins.Mouse microglia BV2 were treated in two groups:the control group was stimulated by hydrogen peroxide for 4 hours,and the knockout group was stimulated by hydrogen peroxide for 4 hours at 24 hours after knockdown of peroxiredoxin 1.The level of reactive oxygen species was detected by 2,7-dichlorodihydrofluorescein diacetate probe.RESULTS AND CONCLUSION:(1)Results from transcriptome sequencing,western blot and RT-qPCR confirmed that peroxiredoxin 1 expression levels in mouse spinal cord tissues were significantly higher in the spinal cord injury group than the sham-operated group(P<0.05).(2)Peroxiredoxin 1 knockdown in microglial cells led to decreased expression of peroxiredoxin 1 mRNA and protein(P<0.05),increased mRNA expression of interleukin 1β,interleukin 6,inducible nitric oxide synthase,tumor necrosis factor α,C-C motif chemokine ligand 2,and C-X-C motif chemokine ligand 2(P<0.05),increased protein expression of inducible nitric oxide synthase,P-P38,P-JNK and P-ERK proteins(P<0.05),and increased level of reactive oxygen species(P<0.05).To conclude,peroxiredoxin 1 regulates microglial inflammation by targeting the reactive oxygen species/mitogen-activated protein kinase signaling pathway.
2.Effect and mechanism of peroxiredoxin 1 in microglial inflammation after spinal cord injury
Yongcheng YIN ; Xiangrui ZHAO ; Zhijie YANG ; Zheng LI ; Fang LI ; Bin NING
Chinese Journal of Tissue Engineering Research 2026;30(5):1106-1113
BACKGROUND:The inflammatory response of microglia is closely related to neuronal survival,regeneration,and functional recovery after spinal cord injury.Peroxiredoxin 1 is not only involved in the regulation of oxidative stress,but also has an important effect on cell proliferation,apoptosis,and inflammatory response.OBJECTIVE:To investigate the role and mechanism of peroxiredoxin 1 in the inflammatory response of microglia following spinal cord injury.METHODS:(1)Twelve female C57BL/6 mice were randomly divided into sham-operated(n=6)and spinal cord injury(n=6)groups.The sham-operated group was not modeled and acute spinal cord injury models were constructed in the spinal cord injury group using the modified Allen's method.Spinal cord tissue at the injured site was taken at 7 days after modeling and transcriptome sequencing was performed to identify differentially expressed genes.The expression of peroxiredoxin 1 in spinal cord tissues was verified using western blot and RT-qPCR.(2)Mouse microglia BV2 were divided into two groups:the control group was stimulated with lipopolysaccharide for 6 hours,and in the knockout group,lipopolysaccharide stimulation was applied for 6 hours at 24 hours after peroxiredoxin 1 was knocked down in the cells.RT-qPCR was performed to detect mRNA expression of peroxiredoxin 1,inflammatory factors(interleukin 1β,interleukin 6,inducible nitric oxide synthase,tumor necrosis factor α,C-C motif chemokine ligand 2,and C-X-C motif chemokine ligand 2),and western blot was performed to detect the expression of peroxiredoxin 1,inducible nitric oxide synthase,and reactive oxygen/mitogen-activated protein kinase signaling pathway proteins.Mouse microglia BV2 were treated in two groups:the control group was stimulated by hydrogen peroxide for 4 hours,and the knockout group was stimulated by hydrogen peroxide for 4 hours at 24 hours after knockdown of peroxiredoxin 1.The level of reactive oxygen species was detected by 2,7-dichlorodihydrofluorescein diacetate probe.RESULTS AND CONCLUSION:(1)Results from transcriptome sequencing,western blot and RT-qPCR confirmed that peroxiredoxin 1 expression levels in mouse spinal cord tissues were significantly higher in the spinal cord injury group than the sham-operated group(P<0.05).(2)Peroxiredoxin 1 knockdown in microglial cells led to decreased expression of peroxiredoxin 1 mRNA and protein(P<0.05),increased mRNA expression of interleukin 1β,interleukin 6,inducible nitric oxide synthase,tumor necrosis factor α,C-C motif chemokine ligand 2,and C-X-C motif chemokine ligand 2(P<0.05),increased protein expression of inducible nitric oxide synthase,P-P38,P-JNK and P-ERK proteins(P<0.05),and increased level of reactive oxygen species(P<0.05).To conclude,peroxiredoxin 1 regulates microglial inflammation by targeting the reactive oxygen species/mitogen-activated protein kinase signaling pathway.
3.Preparation and intestinal absorption mechanism of herpetrione and Herpetospermum caudigerum polysaccharides based self-assembled nanoparticles.
Xiang DENG ; Yu-Wen ZHU ; Ji-Xing ZHENG ; Rui SONG ; Jian-Tao NING ; Ling-Yu HANG ; Zhi-Hui YANG ; Hai-Long YUAN
China Journal of Chinese Materia Medica 2025;50(2):404-412
In this experiment, self-assembled nanoparticles(SANs) were prepared by the pH-driven method, and Her-HCP SAN was constructed by using herpetrione(Her) and Herpetospermum caudigerum polysaccharides(HCPs). The average particle size and polydispersity index(PDI) were used as evaluation indexes for process optimization, and the quality of the final formulation was evaluated in terms of particle size, PDI, Zeta potential, and microstructure. The proposed Her-HCP SAN showed a spheroid structure and uniform morphology, with an average particle size of(244.58±16.84) nm, a PDI of 0.147 1±0.014 8, and a Zeta potential of(-38.52±2.11) mV. Her-HCP SAN significantly increased the saturation solubility of Her by 2.69 times, with a cumulative release of 90.18% within eight hours. The results of in vivo unidirectional intestinal perfusion reveal that Her active pharmaceutical ingredient(API) is most effectively absorbed in the jejunum, where both K_a and P_(app) are significantly higher compared to the ileum(P<0.001). However, the addition of HCP leads to a significant reduction in the P_(app) of Her in the jejunum(P<0.05). Furthermore, the formation of the Her-HCP SAN results in a notably lower P_(app) in the jejunum compared to Her API alone(P<0.001), while both K_a and P_(app) in the ileum are significantly increased(P<0.001, P<0.05). The absorption of Her-HCP SAN at different concentrations in the ileum shows no significant differences, and the pH has no significant effect on the absorption of Her-HCP SAN in the ileum. The addition of the transporter protein inhibitors(indomethacin and rifampicin) significantly increases the absorption parameters K_a and P_(app) of Her-HCP SAN in the ileum(P<0.05,P<0.01), whereas the addition of verapamil has no significant effect on the intestinal absorption parameters of Her-HCP SAN, suggesting that Her may be a substrate for multidrug resistance-associated protein 2 and breast cancer resistance proteins but not a substrate of P-glycoprotein.
Nanoparticles/metabolism*
;
Polysaccharides/pharmacokinetics*
;
Intestinal Absorption/drug effects*
;
Animals
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Rats
;
Particle Size
;
Drugs, Chinese Herbal/pharmacokinetics*
;
Male
;
Rats, Sprague-Dawley
;
Drug Carriers/chemistry*
;
Drug Compounding
;
Cucurbitaceae/chemistry*
4.Studies on the best production mode of traditional Chinese medicine driven by artificial intelligence and its engineering application.
Zheng LI ; Ning-Tao CHENG ; Xiao-Ping ZHAO ; Yi TAO ; Qi-Long XUE ; Xing-Chu GONG ; Yang YU ; Jie-Qiang ZHU ; Yi WANG
China Journal of Chinese Materia Medica 2025;50(12):3197-3203
The traditional Chinese medicine(TCM) industry is a crucial part of China's pharmaceutical sector and plays a strategic role in ensuring public health and promoting economic and social development. In response to the practical demand for high-quality development of the TCM industry, this paper focused on the bottlenecks encountered during the digital and intelligent transformation of TCM production systems. Specifically, it explored technical strategies and methodologies for constructing the best TCM production mode. An innovative artificial intelligence(AI)-centered technical architecture for TCM production was proposed, focusing on key aspects of production management including process modeling, state evaluation, and decision optimization. Furthermore, a series of critical technologies were developed to realize the best TCM production mode. Finally, a novel AI-driven TCM production mode characterized by a closed-loop system of "measurement-modeling-decision-execution" was presented through engineering case studies. This study is expected to provide a technological pathway for developing new quality productive forces within the TCM industry.
Artificial Intelligence
;
Drugs, Chinese Herbal
;
Medicine, Chinese Traditional/methods*
;
Humans
5.Functional and aesthetic evaluation of external fixator lengthening through plantar approach for fourth brachymetatarsia.
Jiadong ZHANG ; Ning ZHANG ; Zheng HUANG ; Yang WANG ; Wenpeng XU ; Yong HU
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(8):1020-1024
OBJECTIVE:
To evaluate the functional and aesthetic evaluation of external fixator lengthening through plantar approach for fourth brachymetatarsia.
METHODS:
A retrospective analysis was conducted on 20 patients (23 feet) with fourth brachymetatarsia who met the selection criteria between January 2016 and January 2024, including 3 males and 17 females, with 8 left, 9 right, and 3 bilateral cases. The mean age was 24.7 years (range, 14-51 years). The preoperative metatarsal shortening length was (13.8±3.2) mm. The preoperative American Orthopaedic Foot and Ankle Society (AOFAS) forefoot score was 79.5±3.9, the visual analogue scale (VAS) score of appearance satisfaction was 1.7±0.8, and the appearance index (AI) score was 13.6±0.9. All patients underwent external fixator lengthening through plantar approach. The lengthening length of metatarsal bone, lengthening ratio, healing time, and healing index were recorded. Functional outcomes were assessed using the AOFAS forefoot score, VAS score of appearance satisfaction, and quality-of-life impact with AI questionnaire.
RESULTS:
All 20 patients were followed up 14-55 months with an average of 36.3 months. During the follow-up, complications occurred in 4 cases (17.4%), including 2 cases of metatarsophalangeal joint stiffness, which had no significant effect on the function and appearance. Delayed union of osteotomy occurred in 1 case (healed at 12 weeks after operation). Pin loosening occurred in 1 case and recovered after outpatient reinforcement. No complications related to plantar scar occurred. At last follow-up, the lengthening length of metatarsal bone was (13.9±3.1) mm, and the lengthening ratio was 25.8%±5.6%. All cases achieved bony union, with a mean healing time of (64.3±12.5) days and a healing index of (46.9±4.8) d/cm. At last follow-up, AOFAS score was 98.9±2.1, the VAS score of appearance satisfaction was 9.3±0.7, and the AI score was 0.6±0.8, which significantly improved when compared with those before operation ( t=27.398, P<0.001; t=32.994, P<0.001; t=56.135, P<0.001).
CONCLUSION
External fixator lengthening through plantar approach is a safe and effective technique for fourth brachymetatarsia, achieving satisfactory functional and aesthetic outcomes.
Humans
;
Male
;
Female
;
Adult
;
External Fixators
;
Retrospective Studies
;
Bone Lengthening/instrumentation*
;
Middle Aged
;
Metatarsal Bones/abnormalities*
;
Adolescent
;
Young Adult
;
Treatment Outcome
;
Patient Satisfaction
;
Esthetics
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Osteotomy/methods*
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Foot Deformities, Congenital/surgery*
6.Celastrol directly targets LRP1 to inhibit fibroblast-macrophage crosstalk and ameliorates psoriasis progression.
Yuyu ZHU ; Lixin ZHAO ; Wei YAN ; Hongyue MA ; Wanjun ZHAO ; Jiao QU ; Wei ZHENG ; Chenyang ZHANG ; Haojie DU ; Meng YU ; Ning WAN ; Hui YE ; Yicheng XIE ; Bowen KE ; Qiang XU ; Haiyan SUN ; Yang SUN ; Zijun OUYANG
Acta Pharmaceutica Sinica B 2025;15(2):876-891
Psoriasis is an incurable chronic inflammatory disease that requires new interventions. Here, we found that fibroblasts exacerbate psoriasis progression by promoting macrophage recruitment via CCL2 secretion by single-cell multi-omics analysis. The natural small molecule celastrol was screened to interfere with the secretion of CCL2 by fibroblasts and improve the psoriasis-like symptoms in both murine and cynomolgus monkey models. Mechanistically, celastrol directly bound to the low-density lipoprotein receptor-related protein 1 (LRP1) β-chain and abolished its binding to the transcription factor c-Jun in the nucleus, which in turn inhibited CCL2 production by skin fibroblasts, blocked fibroblast-macrophage crosstalk, and ameliorated psoriasis progression. Notably, fibroblast-specific LRP1 knockout mice exhibited a significant reduction in psoriasis like inflammation. Taken together, from clinical samples and combined with various mouse models, we revealed the pathogenesis of psoriasis from the perspective of fibroblast-macrophage crosstalk, and provided a foundation for LRP1 as a novel potential target for psoriasis treatment.
7.Characteristics analysis of bone marrow morphology and flow cytometry-based erythroid phenotype in low-risk myelodysplastic syndromes
Zhicong XIE ; Ning ZHU ; Endong ZHENG ; Yuee SU ; Ruiyu YANG ; Qunxian LU ; Zhongzheng ZHENG
Journal of Leukemia & Lymphoma 2025;34(8):477-480
Objective:To explore the characteristics of bone marrow morphology and the phenotypic features involved in the flow cytometry (FCM)-based erythroid scoring system in low-risk myelodysplastic syndromes (MDS).Methods:A retrospective case series study was conducted. The clinical data of 13 low-risk MDS patients and 20 non-MDS patients (including 8 cases of iron deficiency anemia, 5 cases of thrombocytopenia, 3 cases of infectious diseases, and 4 cases of leukopenia) collected from outpatient or inpatient samples of multiple hospitals from March 2019 to December 2023 were retrospectively analyzed. The bone marrow morphology examination was performed using Wright-Giemsa staining; the immunophenotypic profiles of erythroblasts were evaluated by FCM; G-banding technique was used to analyze the chromosome karyotypes; next-generation sequencing technology was used for molecular biology detection.Results:Among the 13 low-risk MDS patients, there were 6 males and 7 females, with a median age of 61 years (IQR 15 years). Bone marrow morphological examination showed that the dysplastic hematopoietic morphology of erythroblasts was observed in the bone marrow of 13 low-risk MDS patients, with abnormal nuclear morphology such as odd nuclei, mother-daughter nuclei, petal nuclei, inter-nuclear bridges, multinucleated giants (including abnormal pentanucleated forms), and small megakaryocytes; pathological hematopoiesis in bone marrow accounted for 10%-15% of the erythroblasts system; FCM detection showed that the myeloid primitive cells occupied 0-1.2% of nuclear cells in the bone marrow of low-risk MDS group, expressing CD117, HLA-DR and CD33, partially expressing CD34 and CD38, and not expressing CD19, CD56 and CD7; the developmental pattern of granulocyte CD13/CD16/CD11b was basically normal; partial expression of CD36 and CD71 in erythroblasts was missing. The expression of CD36 and CD71 in erythroblasts of non-MDS group was normal. The expression rates of CD36 in low-risk MDS group and non-MDS group were (51.57±0.13)% and (93.50±0.03)%, respectively ( t = -6.32, P < 0.001), while the expression rates of CD71 were (22.24±0.05)% and (87.94±0.04)%, respectively ( t = -9.47, P < 0.001), with statistically significant differences. The coefficient of variation (CV) of mean fluorescence intensity of CD36 in low-risk MDS group and non-MDS group were 155±8 and 57±10, respectively ( t = 29.18, P < 0.001), and the CV of mean fluorescence intensity of CD71 was 204±33 and 56±6, respectively ( t = 19.43, P <0.001), with statistically significant differences. Among 13 low-risk MDS patients, 4 had abnormal bone marrow chromosome karyotypes, including -7, 8, del(20q), -Y, +15, etc; 5 cases had clonal gene mutations detected by next-generation sequencing, such as ASXL1, SRSF2, TET2, DNMT3A, etc; no 5q-, SF3B1 or TP53 gene mutation was detected. Patients were followed up until December 2023, among the 13 low-risk MDS patients, 7 cases achieved good clinical efficacy, 2 cases transformed into high-risk MDS with excess blasts after 1 year, 3 cases transformed into acute myeloid leukemia M 2 2 years later, and the treatment efficacy of 1 case was unknown. Conclusions:Low-risk MDS patients have pathological hematopoiesis of erythroblasts morphologically. FCM detection shows abnormal developmental patterns of erythroblasts combined with elevated CV of average fluorescence intensity, and often accompanied by genetic abnormalities.
8.Multi-center clinical study on the efficacy and safety of combined lienal polypeptide injection therapy in children with Mycoplasma pneumoniae pneumonia
Qi CHENG ; Yunxiao SHANG ; Han ZHANG ; Jiujun LI ; Ning CHEN ; Lishen SHAN ; Nan YANG ; Lihua NING ; Xuemei BAI ; Jianhua LIU ; Yuling HAN ; Jichun WANG ; Jing LI ; Yong FENG ; Liyun LIU ; Li CHEN ; Si LIU ; Qinzhen ZHANG ; Jia ZHENG ; Fengchao LI ; Sukun LU ; Yun ZHANG ; Xiaoyi CHAI
International Journal of Pediatrics 2025;52(3):204-210
Objective:To observe the efficacy and safety of combined lienal polypeptide injection therapy in the treatment of Mycoplasma pneumoniae pneumonia(MPP)in children aged 3 to 14 years old in multiple clinical centers.Methods:A randomized,controlled,multi-center clinical study design was adopted.A total of 240 hospitalized children aged 3 to 14 years old with MPP from 7 hospitals from September 1,2023 to January 31,2024 were included.According to the severity of pneumonia,they were divided into the mild MPP group with 80 cases and the severe MPP/refractory MPP(SMPP/RMPP)group with 160 cases,and then randomly divided into the control group and the experimental group at a ratio of 1 ∶1,using the random number table method.After screening,subjects entered a treatment period of 5 to 7 days.The control group was treated with azithromycin,while the experimental group was treated with azithromycin plus lienal polypeptide injection .The recovery of lung CT,length of hospital stay,duration of fever,cough score,whether mild cases developed into severe or refractory cases,duration of hormone use,use of intravenous immunoglobulin(IVIG),bronchoscopy treatment,and immune function were observed between the two groups to evaluate the efficacy of lienal polypeptide injection.Adverse events after medication,vital signs,blood routine,urine routine,liver function,myocardial enzymes,renal function,and electrocardiogram were observed to evaluate the safety. Results:A total of 231 subjects have completed the trial in the 7 hospitals,including 118 cases in the experimental group and 113 cases in the control group.Main observation index:the rate of lung CT aggravation in the experimental group was lower than that in the control group(2.6% vs 15.3%, P<0.01),and the difference was statistically significant.Secondary indexes:there were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and immunoglobulin between the two groups(all P>0.05).However,the rate of cases of plastic bronchitis(PB)found under bronchoscopy in the experimental group was lower than that in the control group(0 vs 18.8%, P=0.03),and the difference was statistically significant.Among the mild MPP(72 cases),there were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and the improvement rate of lung CT between the two groups(all P>0.05).However,compared with the control group,the rate of cases developing into SMPP/RMPP in the experimental group was less(24.3% vs 48.6%, P=0.03),and the difference in IgG before and after treatment was small[0.53(-0.04,1.18)g/L vs 1.33(0.48,2.25)g/L, P=0.01].Among the SMPP/RMPP cases(159 cases),the rate of cases of PB found under bronchoscopy in the experimental group was less than that in the control group(0 vs 20%, P=0.04),and the rate of cases with aggravated lung CT in the experimental group was less than that in the control group(1.3% vs 19.5%, P<0.01),and the improvement rate of lung CT in the experimental group was higher than that in the control group(88.8% vs 75.3%, P=0.03),with statistically significant differences.There were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and immunoglobulin between the two groups(all P>0.05).Two cases in the experimental group developed rashes,which improved after the drug was discontinued.There were no serious adverse reactions such as abnormal vital signs like dyspnea and cyanosis due to the use of lienal polypeptide injection.There were no obvious changes in blood routine,liver function,myocardial enzymes,renal function,electrocardiogram,and urine routine values before and after medication compared with the baseline. Conclusion:The combined use of lienal polypeptide injection in the treatment of MPP in children can reduce the probability of the transformation from mild cases to SMPP/RMPP,reduce the rate of aggravation of the image findings,promote the absorption of lung inflammation,reduce the rate of PB found under bronchoscopy,and has good safety.
9.Pathological characteristics and genetic analysis of a stillborn harboring compound heterozygous nonsense variants of TH gene.
Haofeng NING ; Zheng YANG ; Xiaonan WANG ; Yanchou YE ; Zheng CHEN ; Jianlan YIN
Chinese Journal of Medical Genetics 2025;42(11):1393-1397
OBJECTIVE:
To carry out pathological and genetic analyses on a fetus with intrauterine growth restriction and death during second trimester after induced abortion.
METHODS:
A fetus undergone induced abortion due to intrauterine growth restriction and death during second trimester at the the Seventh Affiliated Hospital of Sun Yat-Sen University in 2024 was selected as the study subject. Clinical data of the pregnancy were collected. DNA was extracted from tissues from the aborted fetus and peripheral blood samples from its parents. Chromosomal microarray analysis and whole exome sequencing were carried out. Candidate variants were verified by Sanger sequencing. Following abortion, routine autopsy and pathological analysis were conducted. This study was approved by the Medical Ethics Committee of the hospital (Ethics No.: KY-2025-334-01).
RESULTS:
The aborted fetus was a male and harbored compound heterozygous nonsense variants of the TH gene (c.457C>T/p.Arg153* and c.694C>T/p.Gln232*), for which both parents were heterozygous carriers. Autopsy and pathological analysis revealed that the fetus had pathological features including loose arrangement of myocardial fibers and congestion in the liver.
CONCLUSION
Biallelic null variants of the TH gene may cause heart failure by affecting the development of cardiovascular system, which in turn may lead to intrauterine death. This study has provided new clues for the molecular diagnosis of stillbirth and recurrent pregnancy loss.
Humans
;
Female
;
Pregnancy
;
Male
;
Heterozygote
;
Codon, Nonsense/genetics*
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Fetal Growth Retardation/pathology*
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Adult
;
Stillbirth/genetics*
10.Establishment and validation of an endoplasmic reticulum stress-related risk model for renal cell carcinoma
Chen YANG ; Zhu JUNMING ; Wang ZHEN ; Wu XIAOHUI ; Xu NING ; Xue XUEYI ; Zheng QINGSHUI
Chinese Journal of Clinical Oncology 2025;52(3):127-133
Objective:To establish a prognostic model based on endoplasmic reticulum stress-related genes for evaluating the prognosis of patients with renal cell carcinoma.Methods:This study utilized Non-negative Matrix Factorization to identify molecular subgroups based on endoplasmic reticulum stress-related genes and employed Weighted Correlation Network Analysis to determine co-expressed genes associ-ated with these subgroups.A risk prognostic model was constructed using univariate Cox regression analysis and Lasso regression analysis.Preliminary experimental validations were conducted to elucidate the biological functions of model genes in renal cell carcinoma.Results:Two molecular subgroups with distinct survival prognoses were identified,and an intersection of related genes was used to construct a nov-el endoplasmic reticulum stress-related prognostic model.Patients in the high-risk group exhibited significantly poorer overall survival in both the training and validation cohorts.In vivo experiments demonstrated that PCK1,a model gene,could inhibit the proliferation,migra-tion,and invasion of renal cell carcinoma cells.Conclusions:The risk scoring model developed in this study effectively predicts the survival probability of renal cell carcinoma patients and can serve as an independent prognostic indicator.This model offers a new direction for per-sonalized treatment strategies in renal cell carcinoma patients.

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