1.Predicting intraoperative blood transfusion risk in hip fracture patients using explainable machine learning models
Fengting LU ; Xiaoming LI ; Dekui LI ; Xianyuan XIE ; Jiazhong WANG ; Qing YU ; Gan HUANG ; Jun SHEN
Chinese Journal of Blood Transfusion 2026;39(2):196-202
Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.
2.Proteomics and Network Pharmacology Reveal Mechanism of Xiaoer Huatan Zhike Granules in Treating Allergic Cough
Youqi DU ; Yini XU ; Jiajia LIAO ; Chaowen LONG ; Shidie TAI ; Youwen DU ; Song LI ; Shiquan GAN ; Xiangchun SHEN ; Ling TAO ; Shuying YANG ; Lingyun FU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(3):69-79
ObjectiveTo explore the pharmacological mechanism involved in the treatment of allergic cough (AC) by Xiaoer Huatan Zhike granules (XEHT) based on proteomics and network pharmacology. MethodsAfter sensitization by intraperitoneal injection of 1 mL suspension containing 2 mg ovalbumin (OVA) and 100 mg aluminum hydroxide, a guinea pig model of allergic cough was constructed by nebulization with 1% OVA. The modeled guinea pigs were randomized into the model, low-, medium- and high-dose (1, 5, 20 g·kg-1, respectively) XEHT, and sodium montelukast (1 mg·kg-1) groups (n=6), and another 6 guinea pigs were selected as the blank group. The guinea pigs in drug administration groups were administrated with the corresponding drugs by gavage, and those in the blank and model groups received the same volume of normal saline by gavage, 1 time·d-1. After 10 consecutive days of drug administration, the guinea pigs were stimulated by 1% OVA nebulization, and the coughs were observed. The pathological changes in the lung tissue were observed by hematoxylin-eosin staining. The enzyme-linked immunosorbent assay was performed to measure the levels of C-reactive protein (CRP), interleukin-6 (IL-6), tumor necrosis factor-α (TNF-α), superoxide dismutase (SOD), and malondialdehyde (MDA) in the bronchoalveolar lavage fluid (BALF) and immunoglobulin G (IgG) and immunoglobulin A (IgA) in the serum. Immunohistochemistry (IHC) was employed to observe the expression of IL-6 and TNF-α in the lung tissue. Transmission electron microscopy was employed observe the alveolar type Ⅱ epithelial cell ultrastructure. Real-time PCR was employed to determine the mRNA levels of IL-6, interleukin-1β (IL-1β), and TNF-α in the lung tissue. Label-free proteomics was used to detect the differential proteins among groups. Network pharmacology was used to predict the targets of XEHT in treating AC. The Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis was performed to search for the same pathways from the results of proteomics and network pharmacology. ResultsCompared with the blank group, the model group showed increased coughs (P<0.01), elevated levels of CRP, TNF-α, IL-6, and MDA and lowered level of SOD in the BALF (P<0.05, P<0.01), elevated levels of IgA and IgG in the serum (P<0.05, P<0.01), congestion of the lung tissue and infiltration of inflammatory cells, increased expression of IL-6 and TNF-α (P<0.01), large areas of low electron density edema in type Ⅱ epithelial cells, obvious swelling and vacuolization of the organelles, karyopyknosis or sparse and dissolved chromatin, and up-regulated mRNA levels of IL-6, IL-1β, and TNF-α (P<0.01). Compared with the model group, the drug administration groups showed reduced coughs (P<0.01), lowered levels of CRP, TNF-α, IL-6, and MDA and elevated level of SOD in the BALF (P<0.05, P<0.01), alleviated lung tissue congestion, inflammatory cell infiltration, and type Ⅱ epithelial cell injury, and decreased expression of IL-6 and TNF-α (P<0.01). In addition, the medium-dose XEHT group and the montelukast sodium group showcased lowered serum levels of IgA and IgG (P<0.05, P<0.01). The medium- and high-dose XEHT groups and the montelukast sodium showed down-regulated mRNA levels of IL-6, IL-1β, and TNF-α and the low-dose XEHT group showed down-regulated mRNA levels of IL-6 and TNF-α (P<0.05, P<0.01). Phospholipase D, mammalian target of rapamycin (mTOR), and epidermal growth factor receptor family of receptor tyrosine kinase (ErbB) signaling pathways were the common pathways predicted by both proteomics and network pharmacology. ConclusionProteomics combined with network pharmacology reveal that XEHT can ameliorate AC by regulating the phospholipase D, mTOR, and ErbB signaling pathways.
3.Therapeutic role of miR-26a on cardiorenal injury in a mice model of angiotensin-II induced chronic kidney disease through inhibition of LIMS1/ILK pathway.
Weijie NI ; Yajie ZHAO ; Jinxin SHEN ; Qing YIN ; Yao WANG ; Zuolin LI ; Taotao TANG ; Yi WEN ; Yilin ZHANG ; Wei JIANG ; Liangyunzi JIANG ; Jinxuan WEI ; Weihua GAN ; Aiqing ZHANG ; Xiaoyu ZHOU ; Bin WANG ; Bi-Cheng LIU
Chinese Medical Journal 2025;138(2):193-204
BACKGROUND:
Chronic kidney disease (CKD) is associated with common pathophysiological processes, such as inflammation and fibrosis, in both the heart and the kidney. However, the underlying molecular mechanisms that drive these processes are not yet fully understood. Therefore, this study focused on the molecular mechanism of heart and kidney injury in CKD.
METHODS:
We generated an microRNA (miR)-26a knockout (KO) mouse model to investigate the role of miR-26a in angiotensin (Ang)-II-induced cardiac and renal injury. We performed Ang-II modeling in wild type (WT) mice and miR-26a KO mice, with six mice in each group. In addition, Ang-II-treated AC16 cells and HK2 cells were used as in vitro models of cardiac and renal injury in the context of CKD. Histological staining, immunohistochemistry, quantitative real-time polymerase chain reaction (PCR), and Western blotting were applied to study the regulation of miR-26a on Ang-II-induced cardiac and renal injury. Immunofluorescence reporter assays were used to detect downstream genes of miR-26a, and immunoprecipitation was employed to identify the interacting protein of LIM and senescent cell antigen-like domain 1 (LIMS1). We also used an adeno-associated virus (AAV) to supplement LIMS1 and explored the specific regulatory mechanism of miR-26a on Ang-II-induced cardiac and renal injury. Dunnett's multiple comparison and t -test were used to analyze the data.
RESULTS:
Compared with the control mice, miR-26a expression was significantly downregulated in both the kidney and the heart after Ang-II infusion. Our study identified LIMS1 as a novel target gene of miR-26a in both heart and kidney tissues. Downregulation of miR-26a activated the LIMS1/integrin-linked kinase (ILK) signaling pathway in the heart and kidney, which represents a common molecular mechanism underlying inflammation and fibrosis in heart and kidney tissues during CKD. Furthermore, knockout of miR-26a worsened inflammation and fibrosis in the heart and kidney by inhibiting the LIMS1/ILK signaling pathway; on the contrary, supplementation with exogenous miR-26a reversed all these changes.
CONCLUSIONS
Our findings suggest that miR-26a could be a promising therapeutic target for the treatment of cardiorenal injury in CKD. This is attributed to its ability to regulate the LIMS1/ILK signaling pathway, which represents a common molecular mechanism in both heart and kidney tissues.
Animals
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MicroRNAs/metabolism*
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Angiotensin II/toxicity*
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Mice
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Renal Insufficiency, Chronic/chemically induced*
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Mice, Knockout
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Disease Models, Animal
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Male
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Signal Transduction/genetics*
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LIM Domain Proteins/genetics*
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Mice, Inbred C57BL
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Cell Line
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Humans
4.Association Between Social Anxiety Symptoms and Brain Metabolism
Ziru ZHAO ; Guohua SHEN ; Taolin CHEN ; Hongsheng XIE ; Ruoqiu GAN ; Mei WANG ; Huaiqiang SUN ; Zhiyun JIA
Journal of Sichuan University (Medical Sciences) 2025;56(5):1365-1372
Objective In this study,we investigated the correlation between the scores for different Liebowitz Social Anxiety Scale(LSAS)subscale models and the metabolic activity in specific regions of the brain using 18F-fluorodeoxyglucose(FDG)positron emission tomography/computed tomography(PET/CT)(18F-FDG PET),thereby improving the understanding of the neurobiological characteristics of social anxiety.Methods A total of 39 cognitively normal participants(29 men and 10 women,aged 30-63 years)were enrolled.All participants underwent LSAS assessment and brain 18F-FDG PET scanning.Correlations between metabolic activities in various brain regions and scores from the different LSAS subscales were analyzed accordingly.Results LSAS subscale scores were significantly correlated with metabolic activity in specific brain regions.In the Safren model,the score for the observation by others subscale was positively correlated with the left fusiform gyrus(P<0.001,false discovery rate[FDR]-corrected)and the left caudate tail(P<0.001,FDR-corrected),suggesting a close association between mood states related to observation by others and the metabolic activity in these regions.In the Baker model,the score for the eating and drinking subscale was negatively correlated with the right precuneus(P<0.001,FDR-corrected),while the score for the assertiveness subscale was positively correlated with the left caudate nucleus(P<0.001,FDR-corrected).These findings revealed the complex associative patterns between various mood and behavioral dimensions and metabolic activities in specific brain regions.Conclusion Social anxiety symptoms are closely associated with metabolic changes in specific brain regions,including the left insula,left caudate tail,and right precuneus.Moreover,different social situations activate distinct brain regions.Compared with individuals with social anxiety disorder,normal individuals exhibit involvement of fewer brain regions when experiencing social anxiety.These findings provide new experimental evidence for understanding the neural mechanisms underlying social anxiety.
5.Discussion on the protective effect of Huoxue Rongluo Decoction on HIBD rats based on AMPK signaling pathway
Tianfeng SHEN ; Na GAN ; Yuqing XIE ; Chuxing HE ; Shujing CHEN ; Fangying WU
International Journal of Traditional Chinese Medicine 2024;46(7):881-888
Objective:To investigate the protective effects of Huoxue Rongluo Decoction on hypoxic-ischemic brain damage (HIBD) rats; To clarify the expression of AMPK signaling pathway during HIBD injury and repair.Methods:On the basis of the hypoxia ischemia reperfusion model, an improved hypoxia bottle was used to establish a full-term HIBD rat model. Totally 60 successfully modeled mice were divided into model group and TCM group using a random number table method, with 30 mice in each group and 30 mice in a control group. Two hours before surgery, TCM group was orally administered with Huoxue Rongluo Decoction 1.17 g/100 g (equivalent dose). The control group and model group were orally administered with equal volume of physiological saline. Two hours after surgery, it was orally administered again, twice a day, for consecutive 5 d. Behavioral tests (convulsion assessment, Longa score, suspension test, water maze test) were used to evaluate the motor nerve function and long-term learning ability of young rats in different groups. HE staining and electron microscopy were used to observe the pathological changes of brain tissue and mitochondrial damage. Evans blue (EB) staining and brain water content measurement were used to detect blood-brain barrier permeability and brain edema. The expression of AMPK signaling pathway related genes in brain tissues of different groups of young rats was detected by PCR array technique.Results:Compared with the model group, the convulsions of the rats in the TCM group were improved, the Longa score was significantly reduced, the grip strength test score and suspension time were significantly improved, the escape latency was significantly shortened, and the number of crossing platforms significantly increased ( P<0.05); the degree of neuronal and mitochondrial damage in the TCM group was reduced, and cerebral vascular permeability and brain water content were significantly reduced ( P<0.01). The results of PCR array showed that compared with the control group, 2 genes were significantly up-regulated and 12 genes were significantly down-regulated in the brain tissue of the model group; compared with TCM group, 15 genes were relatively down-regulated in the model group. Conclusion:Huoxue Rongluo Decoction can significantly reduce the degree of brain injury after HIBD, improve the motor nerve function and long-term learning and cognitive ability of model rats, and its damage repair mechanism is related to the expression regulation of AMPK signaling pathway related genes.
6.Clinical Features and Prognosis of Secondary Intestinal Diffuse Large B-Cell Lymphoma
Xiao-Jun CHEN ; Su-Xia LIN ; Dong-Hui GAN ; Jian-Zhen SHEN ; Yu-Min FU ; Yue YIN ; Min-Juan ZENG ; Yan-Quan LIU
Journal of Experimental Hematology 2024;32(4):1097-1105
Objective:To explore and analyze the clinical features and prognostic factors of secondary intestinal diffuse large B-cell lymphoma(SI-DLBCL),in order to provide reference for the basic research and clinical diagnosis and treatment of secondary lymphoma of rare sites in the field of hematology.Methods:The clinical data of 138 patients with SI-DLBCL admitted to Fujian Medical University Union Hospital from June 2011 to June 2022 were collected and sorted,the clinical and pathological features,diagnosis,treatment and prognosis were analyzed.Cox regression risk model was used to conduct univariate and multivariate analysis on the prognostic risk factors.Results:Among the 138 patients with SI-DLBCL included in this study,85(61.59%)were male,53(38.41%)were female,the median age of onset was 59.5(16-84)years,the clinical manifestations lacked specificity,the first-line treatment regimen was mainly chemotherapy(67.39%),94 cases(68.12%)received chemotherapy alone,40 cases(28.98%)were treated with chemotherapy combined with surgery,and 4 cases(2.90%)were treated with surgery alone.The median follow-up time was 72(1-148)months.Among the 138 patients with SI-DLBCL,79(57.25%)survived,34(24.64%)died,25 cases(18.12%)lost to follow-up,the PFS rates of 1-year,3-year and 5-year were 57.97%,49.28%and 32.61%,and the OS rates of 1-year,3-year and 5-year were 60.14%,54.35%and 34.06%,respectively.The results of univariate Cox regression analysis showed that age,Lugano stage and IPI score were the influencing factors of OS in SI-DLBCL patients,and age,Lugano stage and IPI score were the influencing factors of PFS in SI-DLBCL patients.The results of multivariate Cox analysis showed that Lugano stage was an independent prognostic factor affecting OS and PFS in SI-DLBCL patients.Conclusion:Patients with SI-DLBCL are more common in middle-aged and elderly men,and the early clinical manifestations lack specificity,and the first-line treatment regimen is mainly R-CHOP chemotherapy,and Lugano stage is an independent prognostic factor affecting OS and PFS in SI-DLBCL patients.
7.lncRNA SNHG16 regulates proliferation and invasion of rheumatoid arthritis fibroblast-like synoviocytes through miR-182-5p/PPARG axis
Wenyu ZHOU ; Wenli CHEN ; Wenyuan GAN ; Jiangman SHEN
Chinese Journal of Immunology 2024;40(6):1147-1152
Objective:To determine the expression of small nucleolar RNA host gene 16(SNHG16)in fibroblast-like synovio-cytes(FLS)of patients with rheumatoid arthritis(RA)and its role in the development of RA.Methods:RT-qPCR was performed to measure SNHG16,miR-182-5p and peroxisome proliferator-activated receptor gamma(PPARG)mRNA expression;dual-luciferase assay was performed to measure the interaction between SNHG16,miR-182-5p and PPARG mRNA;EdU and Transwell were per-formed to measure cell proliferation and invasion;Western blot was performed to measure PPARG protein level.Results:SNHG16 and PPARG mRNA expression were up-regulated and miR-182-5p expression was down-regulated in RA synovial tissue and human RA-FLS line(HFLS-RA).SNHG16 negatively targeted miR-182-5p expression and positively regulated PPARG(miR-182-5p target)expression.Silencing of SNHG16 inhibited the proliferation and invasion of HFLS-RA;down-regulation of miR-182-5p partially re-versed the inhibitory effect of SNHG16 silencing on cell proliferation and invasion;overexpression of PPARG partially reversed the in-hibitory effect of up-regulation of miR-182-5p on the proliferation and invasion of HFLS-RA.Conclusion:Silencing SNHG16 target-ing miR-182-5p/PPARG axis inhibits the proliferation and invasion of HFLS-RA.
8.Analysis of the efficacy of adjusting the dose of imatinib with therapeutic drug monitoring in adjuvant treatment after complete resection of gastrointestinal stromal tumors
Zhiliang CHEN ; Hongkun TIAN ; Jianing DING ; Zhiying LI ; Gan MAO ; Yuqiang DU ; Qian SHEN ; Hong ZHOU ; Yong HAN ; Xiangyu ZENG ; Kaixiong TAO ; Peng ZHANG
Chinese Journal of Gastrointestinal Surgery 2024;27(11):1148-1154
Objective:To explore the efficacy of adjusting the dose of imatinib dose in the context of therapeutic drug monitoring (TDM) in patients with gastrointestinal stromal tumors (GISTs) who are receiving adjuvant therapy after complete resection of their tumors.Methods:This was a descriptive study. Inclusion criteria were (1) complete surgical resection with a pathological diagnosis of GIST, (2) postoperative adjuvant therapy with imatinib and dosage adjustment, (3) multiple TDM of imatinib, and (4) complete clinical, pathological, and follow-up data. The data of 70 patients with GISTs treated at Union Hospital, Tongji Medical College, Huazhong University of Science and Technology between January 2015 and December 2023 were collected retrospectively. The study cohort comprised 15 (21.4%) men and 55 (78.6%) women of median age 60 years (range: 25–82). Of the eligible patients, 49 (70.0%) were at high-risk, 14 (20.0%) at intermediate-risk, six (8.6%) at low-risk, and one (1.4%) at very low risk. Patients were followed up by the gastrointestinal stromal tumor clinic every 2–3 months and their plasma concentrations of imatinib were checked. The dose was adjusted to 300 mg/d or 200 mg/d depending on whether they had had ≥ grade III adverse reactions, and whether the first plasma concentration of imatinib was ≥ 1,500 μg/L or between the expected range of 760 μg/L–1,100 μg/L. Studied indicators included adverse reactions, quality of life before and after dose adjustment, and overall survival and recurrence-free survival (RFS) after dose adjustment.Results:Before dose adjustment, all 70 patients received 400 mg of imatinib daily, with initial TDM values of 1,900 ± 568 μg/L, for a median duration of 8.3 months. After dose adjustment, 60 patients received 300 mg daily, with a TDM of 1,216 ± 350 μg/L, whereas 10 received 200 mg daily, with a TDM of 1,023 ± 269 μg/L. The median duration of treatment after dose adjustment was 23.4 months. Compared with those whose dosages were not adjusted, the incidence of bone marrow suppression was significantly lower (74.3% [52/70] vs. 51.4% [36/70], χ 2=9.202, P=0.010); as were the incidences of edema (95.7% [67/70] vs. 50.0% [35/70], χ 2=40.526, P<0.001); skin reactions (70.0% [49/70] vs. 32.9% [23/70), χ 2=22.495, P<0.001); and gastrointestinal reactions (38.6% [27/70] vs. 10.0% [7/70], χ 2=15.899, P<0.001) in those whose dosages were adjusted. The average total scores for physical health before and after dose adjustment were 76 ± 5 and 88 ± 4, respectively; whereas the mental health scores were 75 ± 6 and 89 ± 4, respectively. The median follow-up period was 36 months (range 6–126). During the first 3 years of follow-up, five high-risk patients with non-gastric GISTs developed recurrences. The 3-year overall survival rate was 100%, and the 3-year RFS rate was 92.8%, high-risk patients having a 3-year RFS rate of 89.8%. Conclusion:The adverse reactions and quality of life of GIST patients with severe adverse reactions to adjuvant imatinib therapy after complete resection can be mitigated by appropriately reducing the dosage of imatinib under the guidance of TDM.
9.Consistency between bioelectrical impedance analysis and dual-energy X-ray absorptiometry in body composition measurement in children aged 6-17 years in China
Ruihe LUO ; Liping SHEN ; Qian ZHANG ; Wei CAO ; Hongliang WANG ; Peipei XU ; Zhenyu YANG ; Qian GAN ; Xuehong PANG ; Tao XU ; Bowen CHEN ; Yuying WANG ; Wenhua ZHAO
Chinese Journal of Epidemiology 2024;45(11):1507-1512
Objective:To evaluate the consistency between bioelectrical impedance analysis (BIA) and dual-energy X-ray absorptiometry (DXA) in the measurement of body composition in children aged 6-17 years in China.Methods:Fat-free mass, fat mass and fat mass percentage were measured by both BIA and DXA in 1 161 children. t-test or Wilcoxon paired test was used to evaluate the different outcome of the two methods. The correlation and consistency between the methods were evaluated by Spearman correlation coefficients ( r) and Bland-Altman analysis. Results:Body compositions measured by BIA was positively correlated with those measured by DXA (fat mass r=0.95, fat-free mass r=0.98, fat mass percentage r=0.86, all P<0.05). Comparing with DXA, BIA underestimate children's fat mass [the mean difference is -3.15 kg, and the SD is 2.35 kg, 95% limits of agreement (LoA): -7.74-1.45 kg] and fat mass percentage (the mean difference is -8.45%, and the SD is 4.63%, 95% LoA: -17.53%-0.64%). Conclusions:Body compositions measured by BIA was highly positively correlated with those measured by DXA. BIA has certain application value in the measurement of body fat mass and fat-free mass of children aged 6-17 years.
10.Analysis of a child featuring global developmental delay and autism due to variant of TBR1 gene and a literature review
Jinfeng LIU ; Jia ZHANG ; Yajun SHEN ; Yang LI ; Huan LUO ; Jing GAN
Chinese Journal of Medical Genetics 2024;41(3):335-338
Objective:To explore the clinical characteristics and genetic basis for a child with global developmental delay and autism.Methods:A child who had presented at West China Second University Hospital of Sichuan University on April 13, 2021 was selected as the study subject. Clinical manifestations, laboratory examination and result of genetic testing were analyzed.Results:The main symptoms of the child had included cognitive, language and motor delay, autism and epilepsy. Electroencephalogram revealed multiple focal discharges in both waking and sleeping stages, with the remarkable one seen at the sleeping stage. Cranial MRI showed pachygyria and local cortical thickening, Whole exome sequencing (WES) revealed that the child has harbored a heterozygous c. 1589_1595dup (p.Gly533Leufs*143) frameshifting variant in the TBR1 gene (OMIM 604616). Based on the guidelines from the American College of Medical Genetics and Genomics, the variant was predicted to be likely pathogenic (PS2+ PVS1_Supporting+ PM2_Supporting). After treated with levetiracetam and rehabilitation training, the child did not have seizure in the past 5 months, and his motor development has also significantly improved. Conclusion:The c. 1589_1595dup variant of the TBR1 gene probably underlay the disease in this patient.

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