1.Visualization analysis of research hotspots of artificial intelligence in field of spinal cord nerve injury and repair
Bin YANG ; Guangyi TAO ; Shun YANG ; Junjie XU ; Junqing HUANG
Chinese Journal of Tissue Engineering Research 2025;29(4):761-770
BACKGROUND:In recent years,artificial intelligence has gradually emerged and has been applied in various fields such as spinal cord nerve injury and repair,which has a positive impact on clinical treatment. OBJECTIVE:To study the application progress of artificial intelligence in the diagnosis,treatment,and rehabilitation of spinal cord nerve injury and repair,clarify the research hotspots and shortcomings in this field,and provide suggestions for future research work. METHODS:Relevant literature on artificial intelligence in the field of spinal cord nerve injury and repair was retrieved on the Web of Science core collection database until 2023.CiteSpace 6.1.R6 and VOSviewer 1.6.19 software was used to perform general literature analysis,co-citation of literature,co-citation of journals,double image overlay of journals,keyword clustering,and other visual analysis on the literature data. RESULTS AND CONCLUSION:(1)A total of 1 713 articles were selected,and the annual publication volume in this field showed a fluctuating upward trend,with the United States taking the lead,and Kadone and Hideki being the authors with the highest publication volume.ARCH PHYS MED REHAB was the journal with the highest number of citations.(2)Keyword co-occurrence and cluster analysis showed that after removing keywords similar to the search terms,the main keywords were divided into three main clusters:Exoskeleton and exercise rehabilitation(the largest core hotspot);machine learning and neural plasticity;robotics and rehabilitation training.(3)Keyword burst analysis showed that deep learning and artificial intelligence had become burst terms in the past five years.(4)The results of in-depth analysis of co cited and highly cited literature showed that the hotspots of artificial intelligence in the field of spinal cord nerve injury and repair were mainly focused on powered exoskeletons,gaits,electrical nerve stimulation,intracortical brain-computer interface(IBCI),robots,and polymer biomaterials,and neural stem cell.(5)The research on artificial intelligence in the field of spinal cord nerve injury and repair has shown an upward trend in recent years.The focus of this field had gradually shifted from single treatment methods such as exoskeletons and electrical stimulation to intelligent,precise,and personalized directions.(6)There were some limitations in this field,such as the consequences of missing or imbalanced data,low data accuracy and reproducibility,and ethical issues(such as privacy,research transparency,and clinical reliability).Future research should address the issue of data collection,requiring large sample,high-quality clinical datasets to establish effective artificial intelligence models.At the same time,the research on genomics and other mechanisms in this field is very weak.In the future,various machine learning technologies such as brain chips can be used,and gene editing therapy,single-cell spatial transcriptome and other methods can be used to study the basic mechanisms of regeneration-related gene upregulation and axon growth structural protein production.
2.Evaluation of coronary and peripheral microvascular endothelial dysfunction in patients with heart failure with non-reduced ejection fraction
Yanyan WANG ; Xueting HAN ; Zhonglei XIE ; Yu SONG ; Shuai YUAN ; Shun YAO ; Yamei XU ; Xiaotong CUI ; Jingmin ZHOU
Chinese Journal of Cardiology 2025;53(2):151-159
Objective:To evaluate the prevalence, potential risk factors, and correlation between coronary and peripheral microvascular dysfunction in heart failure with non-reduced ejection fraction (nHFrEF) patients.Methods:This was a prospective registry study. nHFrEF patients admitted to Zhongshan Hospital affiliated with Fudan University from December 2021 to December 2023 were enrolled. According to coronary flow reserve (CFR) or reactive congestion index (RHI), enrolled patients were divided into coronary microvascular endothelial dysfunction (CMD) group (CFR<2.5) and no CMD group (CFR≥2.5) or peripheral microvascular endothelial dysfunction (MED) group (RHI<1.67) and no MED group (RHI≥1.67). Patients′ general information, laboratory and auxiliary examination data were collected. Univariate and multivariate logistic regression were used to analyze the influencing factors of CMD and MED in nHFrEF patients, and Spearman correlation analysis was used to evaluate the correlation between MED and CMD.Results:A total of 142 nHFrEF patients were enrolled, aged 69.0 (59.0, 74.0) years, with a male proportion of 66.9% (95/142). The grouping results were as follows: (1) According to CFR, there were 73 cases in the CMD group and 69 cases in the no CMD group; (2) According to RHI, there were 57 cases in the MED group and 85 cases in the no MED group. The prevalence of CMD and MED in this study was 51.4% (73/142) and 40.1% (57/142), respectively. Univariate logistic regression analysis showed that increased heart rate, chronic kidney disease, atrial fibrillation, elevated N-terminal pro-B type natriuretic peptide levels, and increased urinary albumin/creatinine ratio were risk factors for CMD, while increased RHI was a protective factor for CMD; Atrial fibrillation is a risk factor for MED, while increased CFR is a protective factor for MED. Incorporating clinically significant variables from univariate analysis into multivariate analysis, the results showed that increased heart rate and elevated RHI remained risk and protective factors for CMD, respectively; increased CFR remains a protective factor for MED. Spearman correlation analysis showed that CFR was negatively correlated with lg urinary albumin/creatinine ratio, lg cardiac troponin T, lg N-terminal pro-B type natriuretic peptide, and heart rate; RHI is positively correlated with CFR.Conclusions:The prevalence of CMD and MED in nHFrEF patients is high, and the two have a certain positive correlation. Increased heart rate and RHI are risk and protective factors for CMD, respectively, while increased CFR is a protective factor for MED. MED may be a potential therapeutic target for nHFrEF patients.
3.Clinical outcome and dosimetric analysis of CyberKnife for brain metastases
Yan WANG ; Feng YANG ; Yue HOU ; Shuo WANG ; Jie ZHOU ; Peng XU ; Peng ZHANG ; Shun LU ; Shichuan ZHANG ; Jinyi LANG ; Yecai HUANG
Chinese Journal of Radiation Oncology 2025;34(7):657-663
Objective:To explore the clinical efficacy of the sixth generation CyberKnife (M6) in treating patients with brain metastases, and analyze clinical characteristics and dosimetric factors.Methods:Clinical data of patients with brain metastases who received CyberKnife treatment at Sichuan Cancer Hospital from April 2023 to March 2024 were retrospectively analyzed. All patients were treated with CyberKnife with 6 MV X-ray. According to the maximum diameter of brain metastases, the radiation prescription dose of brain metastases was adjusted. The tumor remission, recurrence, 6-month and 1-year overall survival (OS), local control (LC) of intracranial target lesions, progression-free survival (PFS), distant metastasis-free survival (DMFS) of intracranial brain metastases and adverse reactions were evaluated. According to the median biological dose, the survival difference between the groups was compared. Survival analysis was conducted by Kaplan-Meier method. Survival differences among different groups were analyzed by log-rank test.Results:A total of 63 eligible patients with brain metastases were enrolled, with a median age of 59 years (rang: 36-80 years). Among them, 47 patients were diagnosed with primary tumors originating from the lungs, 16 patients with primary tumors originating from other organs; 44 patients with single brain metastases, and 19 patients with 2-3 lesions, respectively. The median biological dose was 67.2 Gy (rang: 47.4-86.4 Gy), and the median single dose was 8 Gy/F (rang: 4-24 Gy/F). The follow-up was conducted until July 15, 2024. The median follow-up time for the entire group was 9 months (rang: 2-15 months). Among the 87 target lesions treated with CyberKnife, 11 patients corresponding to 14 target lesions experienced local recurrence. And the 6-month and 1-year LC rates were 92.5% and 70.9%, respectively. Ten patients corresponding to 16 target lesions died. And the 6-month and 1-year OS rates were 92.7% and 74.8%, respectively. Thirty-five patients corresponding to 50 target lesions experienced disease progression. And the 6-month and 1-year PFS rates were 64.3% and 25.5%, respectively. Thirty-three patients corresponding to 48 target lesions showed distant metastasis outside the target lesions, with a 6-month DMFS of 67.0% and a 1-year DMFS of 33.9%. Group comparison showed that 43 target lesions in the group receiving ≤67.2 Gy irradiation and 44 in the group receiving >67.2 Gy irradiation. The 6-month LC, OS, PFS, and DMFS rates between two groups were 89.8% vs. 97.7% ( P=0.127), 89.8% vs. 95.4% ( P=0.305), 65.4% vs. 68.5% ( P=0.514), 65.4% vs. 68.5% ( P=0.516), respectively. The 1-year LC, OS, PFS, and DMFS rates between two groups were 54.1% vs. 89.5% ( P=0.003), 67.3% vs. 82.9% ( P=0.219), 19.2% vs. 32.7% ( P=0.370) and 23.3% vs. 33.0% ( P=0.533). During the follow-up, only 2 patients (3.2%) were found to have grade 1-2 radiation-induced brain injury (asymptomatic brain injury) by MRI examination, and there were no other radiotherapy related adverse reactions. Conclusions:CyberKnife therapy is clinically effective for brain metastases, with mild adverse reactions. Increasing the tumor irradiation dose can improve local tumor control and is expected to further improve the OS of patients.
4.Mdivi-1 improves cognitive dysfunction in immature SD rats induced by hypoxia combined with propofol by inhibiting excessive mitophagy
Yao XU ; Shun YANG ; Fei YANG ; Ying YANG ; Huanjie YUN ; Ahmad TAUSEEF ; Shengfen TU
Journal of Army Medical University 2025;47(21):2621-2629
Objective To investigate the protective effect of mitochondrial division inhibitor 1(Mdivi-1),a mitophagy inhibitor,on cognitive dysfunction in immature SD rats induced by hypoxia combined with propofol.Methods A total of 72 neonatal SD rats(half male and half female,aged 7 d,weighing 16.14±3.08 g)were randomly divided into 4 groups(n=18):blank control group(CON),Mdivi-1+blank control group(MCON),propofol+hypoxia group(PH),and Mdivi-1+propofol+hypoxia group(MPH).The MCON group and MPH group were pretreated with 2.4 mg/kg Mdivi-1 in 30 min in advance,and subsequently,50 mg/kg propofol was respectively given to the PH group and the MPH group.Immediately after the intraperitoneal injections were completed,the corresponding rats were transferred into a constant temperature chamber containing 18%O2.Then the rats were continuously monitored until resuming the reversing reflex and then transferred to a normoxic environment.The hypoxic treatment was carried out once per day for 7 consecutive days.Transcriptome sequencing was used to screen for differential expressed genes(DEGs),and Kyoto encyclopedia of genes and genomes(KEGG)enrichment analysis was employed to conduct functional analysis.Morris water maze test was applied to exam spatial learning and memory abilities.HE staining was used to observe the morphological changes of neurons in the hippocampal CA1 region.Morphological changes of mitochondria in hippocampal neurons were observed by transmission electron microscopy(TEM).Western blotting was utilized to detect the expression of Parkin Rbr E3 ubiquitin protein ligase(Parkin)and PTEN-induced putative kinase 1(PINK1)in the hippocampal tissues.Results KEGG analysis results indicated that the mitophagy pathway was more significantly enriched in the PH group when compared with the CON group.Morris water maze test revealed that the PH group exhibited obviously prolonged escape latency(P<0.05),reduced frequency of crossing the platform(P<0.05),and shortened residence time in the target quadrant(P<0.01)when compared with the CON group and the MPH group.HE staining demonstrated that the cells in the PH group were in disordered arrangement,with great loss in cell count in some areas,and widened intercellular spaces.Although the cell arrangement in the MPH group also showed a sparse state,but the condition was milder than that in the PH group,with slightly widened intercellular space.In the CON group and the MCON group,the cells exhibited round in shape,good morphological structure,relatively clear contours,and uniform cell nuclei.TEM revealed that in the hippocampal neurons of the PH group,the mitochondria were swollen and deformed,and mitochondrial cristae were disordered,dissolved and disappeared.In the MPH group,only some mitochondria were swollen and the cristae were reduced.However,the mitochondrial morphology of the CON and MCON groups was relatively complete,and the matrix was uniform.Western blot analysis showed that the expression levels of Parkin and PINK1 in the hippocampus were up-regulated in the PH group than the CON group(P<0.05),and reduced in the MPH group than the PH group(P<0.05).Conclusion Mdivi-1 may reduce hippocampal neuron damage by inhibiting excessive mitophagy and then improve cognitive dysfunction in immature SD rats induced by hypoxia combined with propofol.
5.Development and clinical application of amputation scale for severe open pelvic fractures
Weicheng XU ; Fanxiao LIU ; Shun LU ; Jinlei DONG ; Dongsheng ZHOU ; Lianxin LI
Chinese Journal of Orthopaedics 2025;45(8):463-468
Objective:To develop the Amputation Scale for Severe Open Pelvic Fractures and explore its application value in patients with severe open pelvic fractures.Methods:A total of 27 patients with severe open pelvic fractures who underwent surgical treatment in Shandong Provincial Hospital Affiliated to Shandong First Medical University from January 2010 to January 2023 were retrospectively analyzed. There were 15 males and 12 females, aged 38.6±11.6 years (range, 13-65 years). There were 13 cases of traffic injuries, 10 cases of fall from height injuries, and 4 cases of mechanical crushing injuries; 20 cases were admitted to the hospital in emergency, and 7 cases were transferred from other hospitals. All fracture types were Tile C, including 14 cases of Tile C1, 8 cases of Tile C2, and 5 cases of Tile C3. There were 16 cases of genitourinary system injury, 8 cases of anal or rectal injury, 12 cases of abdominal injury, 9 cases of chest injury, and 6 cases of craniocerebral trauma. The mangled extremity severity score (MESS) and the Amputation Scale for Severe Open Pelvic Fractures were used to evaluate whether amputation was performed. The sensitivity, specificity, positive predictive value, negative predictive value and accuracy of the two evaluation methods were calculated.Results:Among the 27 patients, 21 cases were treated with pelvic external fixator to control the volume, 16 cases were treated with gauze packing to stop bleeding, 8 cases were treated with temporary abdominal aorta occlusion, and 12 cases were treated with laparotomy because of abdominal injury. Seven of the 27 patients died, with a mortality rate of 26%. In 12 cases of one-stage amputation, 3 cases died, including 1 case died of multiple organ failure syndrome, 1 case died of gastrointestinal bleeding on the 7th day after amputation, and 1 case died of severe infection on the 4th day after amputation. Among the 15 cases of one-stage limb salvage, 4 cases died, of which 2 cases of second-stage amputation died of infection on the 5th day after one-stage limb salvage, and 1 case of one-stage limb salvage died of limb necrosis on the 3rd day after one-stage limb salvage. Two patients died of multiple organ failure syndrome. The MESS score of 27 patients was 6(6, 8) points (range, 6-13 points), and the Amputation Scale for Severe Open Pelvic Fractures score was 9.6±1.8 points (range, 6-14 points). The sensitivity, specificity, positive predictive value, negative predictive value and accuracy of MESS were 66.7%, 50%, 40%, 75% and 56%, respectively, while those of Amputation Scale for Severe Open Pelvic Fractures were 80%, 89%, 73%, 88% and 82%, respectively. The specificity and accuracy of MESS were significantly lower than those of Amputation Scale for Severe Open Pelvic Fractures ( P<0.05). All 20 patients who survived were followed up for 23.6±7.5 months (range, 11-37 months). Five cases had soft tissue infection at the stump of amputation, which were treated with debridement, and 3 cases underwent skin grafting, and the stump healed well at the last follow-up. Conclusion:The Amputation Scale for Severe Open Pelvic Fractures is better than MESS in the assessment of early amputation in patients with severe pelvic fractures.
6.A preliminary study on the effects of vestibular migraine, Meniere′s disease and comorbidities on emotional status and cognitive function
E TIAN ; Jiaqi GUO ; Zhaoqi GUO ; Jingyu CHEN ; Zhanghong ZHOU ; Shiyu SHI ; Xixi YU ; Wandi XU ; Shun ZHOU ; Xinbo GAO ; Jun WANG ; Sulin ZHANG
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(4):394-402
Objective:This study aims to investigate the differences in emotional status and cognitive function among patients with vestibular migraine (VM), Meniere′s disease (MD), and their comorbidity (VMMD), and to analyze key factors influencing cognitive function.Methods:This cross-sectional study included 96 outpatients (32 males, 64 females, aged 21-73 years) from the Department of Otorhinolaryngology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, between December 2022 and December 2023. The study population consisted of 31 VM patients (VM group), 36 MD patients (MD group), and 29 VMMD patients (VMMD group), along with 32 healthy controls (16 males, 16 females, aged 19-74 years). Cognitive function was assessed using the Montreal Cognitive Assessment (MoCA), while emotional status and somatization symptoms were evaluated through the Generalized Anxiety Disorder scale, Patient Health Questionnaire Depression scale, Symptom Checklist-90, and the Self-rating Somatization Symptom scale. Multiple linear regression analysis was conducted to explore the influence of different variables on cognitive function.Results:The total MoCA score in the VMMD group (26.0 [24.5, 28.0]) was significantly lower than that in the control group (28.0 [27.0, 29.0]) and the MD group (28.0 [26.0, 30.0]) ( P=0.006). VMMD patients exhibited significant impairments in specific cognitive domains, including visuospatial/executive function, delayed recall, and orientation ( P<0.05). Patients with VM, MD, and VMMD showed higher rates of anxiety, depression, and somatization symptoms compared to the control group ( P<0.05), with the VMMD group experiencing the most severe emotional distress. Multiple linear regression analysis identified education level and vestibular disease type as key factors affecting cognitive function, with a university-level education predicting higher MoCA scores ( P<0.001), while VMMD was associated with cognitive decline ( P<0.01). Conclusions:Patients with VM and MD, particularly those with comorbid VMMD, exhibit significant emotional distress. Cognitive impairments are present in VM and VMMD patients, affecting different cognitive domains. These factors should be comprehensively considered in clinical assessments to develop more effective treatment strategies.
7.Single-cell and spatial transcriptomic analysis reveals that an immune cell-related signature could predict clinical outcomes for microsatellite-stable colorectal cancer patients receiving immunotherapy.
Shijin YUAN ; Yan XIA ; Guangwei DAI ; Shun RAO ; Rongrong HU ; Yuzhen GAO ; Qing QIU ; Chenghao WU ; Sai QIAO ; Yinghua XU ; Xinyou XIE ; Haizhou LOU ; Xian WANG ; Jun ZHANG
Journal of Zhejiang University. Science. B 2025;26(4):371-392
Recent data suggest that vascular endothelial growth factor receptor inhibitor (VEGFRi) can enhance the anti-tumor activity of the anti-programmed cell death-1 (anti-PD-1) antibody in colorectal cancer (CRC) with microsatellite stability (MSS). However, the comparison between this combination and standard third-line VEGFRi treatment is not performed, and reliable biomarkers are still lacking. We retrospectively enrolled MSS CRC patients receiving anti-PD-1 antibody plus VEGFRi (combination group, n=54) or VEGFRi alone (VEGFRi group, n=32), and their efficacy and safety were evaluated. We additionally examined the immune characteristics of the MSS CRC tumor microenvironment (TME) through single-cell and spatial transcriptomic data, and an MSS CRC immune cell-related signature (MCICRS) that can be used to predict the clinical outcomes of MSS CRC patients receiving immunotherapy was developed and validated in our in-house cohort. Compared with VEGFRi alone, the combination of anti-PD-1 antibody and VEGFRi exhibited a prolonged survival benefit (median progression-free survival: 4.4 vs. 2.0 months, P=0.0024; median overall survival: 10.2 vs. 5.2 months, P=0.0038) and a similar adverse event incidence. Through single-cell and spatial transcriptomic analysis, we determined ten MSS CRC-enriched immune cell types and their spatial distribution, including naive CD4+ T, regulatory CD4+ T, CD4+ Th17, exhausted CD8+ T, cytotoxic CD8+ T, proliferated CD8+ T, natural killer (NK) cells, plasma, and classical and intermediate monocytes. Based on a systemic meta-analysis and ten machine learning algorithms, we obtained MCICRS, an independent risk factor for the prognosis of MSS CRC patients. Further analyses demonstrated that the low-MCICRS group presented a higher immune cell infiltration and immune-related pathway activation, and hence a significant relation with the superior efficacy of pan-cancer immunotherapy. More importantly, the predictive value of MCICRS in MSS CRC patients receiving immunotherapy was also validated with an in-house cohort. Anti-PD-1 antibody combined with VEGFRi presented an improved clinical benefit in MSS CRC with manageable toxicity. MCICRS could serve as a robust and promising tool to predict clinical outcomes for individual MSS CRC patients receiving immunotherapy.
Humans
;
Colorectal Neoplasms/drug therapy*
;
Male
;
Female
;
Immunotherapy
;
Middle Aged
;
Aged
;
Tumor Microenvironment/immunology*
;
Retrospective Studies
;
Microsatellite Instability
;
Transcriptome
;
Single-Cell Analysis
;
Programmed Cell Death 1 Receptor/immunology*
;
Gene Expression Profiling
;
Immune Checkpoint Inhibitors/therapeutic use*
;
Adult
;
Receptors, Vascular Endothelial Growth Factor/antagonists & inhibitors*
8.Improved prebiotic-based "shield" equipped probiotics for enhanced colon cancer therapy by polarizing M1 macrophages and regulating intestinal microbiota.
Yang WANG ; Xiaomin SU ; Yao LIU ; Lina HU ; Lin KANG ; Ce XU ; Zanya SUN ; Chenyu SUN ; Huishu GUO ; Shun SHEN
Acta Pharmaceutica Sinica B 2025;15(8):4225-4247
Probiotics play a crucial role in colon cancer treatment by metabolizing prebiotics to generate short-chain fatty acids (SCFAs). Colon cancer patients are frequently propositioned to supplement with probiotics to enhance the conversion and utilization of prebiotics. Nevertheless, the delivery and colonization of probiotics is hindered by the harsh conditions of gastrointestinal tract (GIT). Here, we devised a straightforward yet potent modified prebiotic-based "shield" (Gelatin-Inulin, GI), employing dietary inulin and natural polymer gelatin crosslinked via hydrogen bonding for enveloping Lactobacillus reuteri (Lr) to formulate synbiotic hydrogel capsules (Lr@Gl). The GI "shield" serves as a dynamic barrier, augmenting the resistance of Lr to gastric acid and facilitating its bioactivity and adherence in the GIT, synergizing with Lr to elicit an anti-tumor effect. Simultaneously, Lr@GI demonstrates anti-tumor effects by depleting glutathione to release reactive oxygen species, accompanied by the activation of NLRP3 (NOD-like receptor family pyrin domain containing 3), and the induction M1 macrophage polarization. Furthermore, Lr@GI can not only promote the recovery of intestinal barrier but also regulate intestinal flora, promoting the production of SCFAs and further exerting anti-tumor effect. Crucially, Lr@GI also potentiates the anti-tumor effect of 5-Fluorouracil. The construction and synergistic anti-tumor mechanism of synbiotic hydrogel capsules system provide valuable insights for gut microbial tumor therapy.
9.Chromatin landscape alteration uncovers multiple transcriptional circuits during memory CD8+ T-cell differentiation.
Qiao LIU ; Wei DONG ; Rong LIU ; Luming XU ; Ling RAN ; Ziying XIE ; Shun LEI ; Xingxing SU ; Zhengliang YUE ; Dan XIONG ; Lisha WANG ; Shuqiong WEN ; Yan ZHANG ; Jianjun HU ; Chenxi QIN ; Yongchang CHEN ; Bo ZHU ; Xiangyu CHEN ; Xia WU ; Lifan XU ; Qizhao HUANG ; Yingjiao CAO ; Lilin YE ; Zhonghui TANG
Protein & Cell 2025;16(7):575-601
Extensive epigenetic reprogramming involves in memory CD8+ T-cell differentiation. The elaborate epigenetic rewiring underlying the heterogeneous functional states of CD8+ T cells remains hidden. Here, we profile single-cell chromatin accessibility and map enhancer-promoter interactomes to characterize the differentiation trajectory of memory CD8+ T cells. We reveal that under distinct epigenetic regulations, the early activated CD8+ T cells divergently originated for short-lived effector and memory precursor effector cells. We also uncover a defined epigenetic rewiring leading to the conversion from effector memory to central memory cells during memory formation. Additionally, we illustrate chromatin regulatory mechanisms underlying long-lasting versus transient transcription regulation during memory differentiation. Finally, we confirm the essential roles of Sox4 and Nrf2 in developing memory precursor effector and effector memory cells, respectively, and validate cell state-specific enhancers in regulating Il7r using CRISPR-Cas9. Our data pave the way for understanding the mechanism underlying epigenetic memory formation in CD8+ T-cell differentiation.
CD8-Positive T-Lymphocytes/metabolism*
;
Cell Differentiation
;
Chromatin/immunology*
;
Animals
;
Mice
;
Immunologic Memory
;
Epigenesis, Genetic
;
SOXC Transcription Factors/immunology*
;
NF-E2-Related Factor 2/immunology*
;
Mice, Inbred C57BL
;
Gene Regulatory Networks
;
Enhancer Elements, Genetic

Result Analysis
Print
Save
E-mail