1.An explainable artificial intelligence‑driven motor rehabilitation assessment system based on perception‑cognition decoupling: design and validation
Xuxia GUO ; Hengrui YU ; Yucheng LU ; Sichuang YANG ; Yu LONG ; Jiawei LI ; Lin CHEN ; Feiyu NONG ; Yaobin LONG
Chinese Journal of Rehabilitation Theory and Practice 2026;32(9):1108-1116
ObjectiveTo propose an X-Gait motor rehabilitation assessment system based on a perception-cognition decoupling architecture to jointly achieve high-accuracy gait recognition and clinical interpretability for low clinical credibility and opaque decision-making workflows in existing intelligent gait assessment models. MethodsIn the perception layer, YOLOv11-Pose and PoseFormerV2 were integrated for 2D-to-3D human pose reconstruction. A long short-term memory network was adopted for temporal classification of normal, abnormal and pathological gaits. The layer-wise relevance propagation algorithm was used to identify discriminative joints and automatically quantify biomechanical indices including trunk forward inclination angle, stance phase percentage and stride symmetry. In the cognition layer, rehabilitation-oriented prompt engineering and prior knowledge graphs were combined to drive large language models, converting quantitative biomechanical measurements into clinically reasonable structured reports. Eight subjects were enrolled for bedside clinical validation to evaluate classification performance and clinical consistency. ResultsThe overall gait classification accuracy of X-Gait reached 94.1%. The 2D pose detection achieved 100% valid detection rate with an average confidence of 0.819. The mean per-joint position error of 3D pose reconstruction was 105.97 mm. In clinical validation of eight cases, outputs generated by explainable artificial intelligence combined with large language models showed high consistency with manual assessments from experienced rehabilitation physicians. ConclusionThe proposed X-Gait system based on perception-cognition decoupling realizes high-precision gait identification and clinically interpretable outputs.
2.Analysis of 32 cases of appendectomy after endoscopic retrograde appendicitis therapy in children
Lu YANG ; Junjie XU ; Shuai CHEN ; Shisong ZHANG ; Yumeng ZHANG ; Meng SHI ; Lijun ZHANG ; Xiuli LIU ; Xuxia WEI ; Zhongtao GAI
Chinese Pediatric Emergency Medicine 2024;31(7):518-522
Objective:To investigate the related risk factors of surgical appendectomy after endoscopic retrograde appendicitis therapy (ERAT) in children.Methods:From September 2019 to November 2023 at the Children's Hospital Affiliated to Shandong University,the data from all related children with appendectomy after ERAT were analyzed. The general situation and main clinical manifestations of the children were collected. According to the effect of ERAT,the patients were divided into transfer to surgical group and appendicitis recurrence group by the reasons and time of transfer to surgical treatment. The indexes such as ERAT and reoperation process and pathological types of appendix after operation were collected,and the clinical experience was summarized.Results:Among the 242 children who underwent ERAT,32 cases underwent appendectomy again,including 19 males and 13 females,with an average age of(9.16±2.77)years,and the reoperation rate was 13.2%. The clinical manifestation was abdominal pain (32 cases,100.0%),mainly right lower abdominal pain (28 cases,87.5%),and the main duration was less than 3 months (30 cases,93.8%). Abdominal ultrasound or CT before ERAT mainly indicated appendicitis (11 cases,34.4%) and appendicitis complicated with appendiceal calculus (11 cases,34.4%). There were 9 children in transferred to surgical group,of which 5 cases were transferred to surgery because of ERAT intubation failure,and 4 cases were transferred to surgery because of appendix perforation or abscess. Postoperative pathology showed acute suppurative appendicitis in 5 cases and acute gangrenous appendicitis in 4 cases. There were 23 children in appendicitis recurrence group,whose abdominal pain was relieved after ERAT,but their symptoms were repeated after discharge. After clinical evaluation,they were diagnosed as recurrent appendicitis and underwent surgical appendectomy. Most of them were reoperated within 6 months after ERAT (21 cases,91.3%).Postoperative pathology was mainly chronic appendicitis (10 cases,43.5%).Conclusion:Acute suppurative appendicitis and acute gangrenous appendicitis are prone to catheterization or endoscopic failure during ERAT,and there is a high risk of surgical transfer. ERAT may relieve the symptoms of chronic appendicitis in children. If the symptoms are repeated,surgery is still needed to remove the appendix.
3.Early plasma exchange and continuous renal replacement therapy improve puerperal prognosis in hepatitis B virus-related acute-on-chronic liver failure in pregnancy
Li LIJUAN ; Fan MINGMING ; Zhou MI ; Lu PINGLAN ; Liu JIANRONG ; Yi HUIMIN ; Wei XUXIA
Liver Research 2024;8(2):118-126
Background and aim:Hepatitis B virus(HBV)-related gestational acute-on-chronic liver failure(ACLF)is a severe condition with limited treatment options.This study aimed to evaluate the efficacy and ideal timing of plasma exchange and continuous renal replacement therapy(CRRT)in managing pregnant women with HBV-related ACLF. Methods:This study retrospectively analyzed 51 eligible patients with HBV-related gestational ACLF between 2009 and 2020.Patients admitted to the study were divided into a conventional treatment group and a new treatment group according to whether they received the new management protocol,which included more aggressive plasma exchange(PE)and CRRT strategies.All 19 pregnant women with hepatic encephalopathy(HE)were divided into an early treatment group and a non-early treatment group according to whether PE therapy was initiated within three days.Our study had two primary objectives.Firstly,we aimed to evaluate the impact of PE and CRRT on puerperal survival.Secondly,we sought to assess the effects of early PE and CRRT regimens on puerperal survival in women with HE. Results:The levels of total bilirubin on the second day postpartum(D3),the third day postpartum(D4),and the fifth day postpartum(D6)were significantly lower in the new treatment group compared to the conventional treatment group(P=0.02,0.01,and 0.02,respectively).The ALT of D3 was significantly elevated in the new treatment group compared to the conventional treatment group(P=0.02).The incidence of HE overall increased from prenatal to postpartum D4,peaked on D4,and then gradually decreased from the fourth day postpartum(D5)(P=0.027).The first week after delivery revealed a significant difference in survival rate between the two groups,the conventional treatment group had statistically higher mortality rates compared to the new treatment group(P=0.002).Similarly,the entire puerperal period mortality rate of the conventional treatment group was statistically higher than the new treatment group(P=0.002).Moreover,among all patients with HE,the non-early treatment group showed significantly higher puerperal mortality rates compared to the early treatment group(P=0.006). Conclusions:Early PE and CRRT conducted within three days post-childbirth,enhance puerperal prog-nosis for HBV-related gestational ACLF.
4.Inhaled nitric oxide as a salvage therapy for refractory hypoxemia in the post-transplantation period of hepatopulmonary syndrome:An explorative report of three cases
Lyu HAIJIN ; Yi XIAOMENG ; Zou YUNSHAN ; Lu PINGLAN ; Li LIJUAN ; Liu JIANRONG ; Chen SENBIAO ; Wei XUXIA ; Yang YANG ; Yi HUIMIN
Liver Research 2024;8(3):188-192
Liver transplantation(LT)is the only effective treatment for hepatopulmonary syndrome(HPS).Moreover,perioperative refractory hypoxemia(pRH)is a prevalent life-threatening condition and has extremely limited treatment options.Here,we report three patients with HPS who experienced pRH after LT and were consecutively treated with different salvage therapies,ephedrine inhalation,intravenous use of methylene blue with nitric oxide(NO)inhalation,and NO inhalation alone.The results showed that unresolved severe hypoxia may induce fatal morbidity such as early biliary leakage and acute kidney injury.Early initiation of NO inhalation,rather than ephedrine,can significantly improve oxygenation in patients with pRH and may help prevent hypoxia-related complications.Therefore,based on the response to these exploratory salvage treatments,we further demonstrate the unique ventilation-perfusion mismatch pathophysiology in specific lung regions during pRH in HPS.We propose that early inhalation of NO is an important treatment option to rescue severe hypoxia in patients with HPS during the perioperative period of LT.
5.Efficacy and safety of intraoperative radiotherapy for pancreatic cancer: a meta-analysis
Lei CAO ; Daxiong YANG ; Lu ZENG ; Lili LIN ; Huixia WANG ; Xiaoyu DUAN ; Xuxia LI ; Hongyi CAI
Chinese Journal of Radiation Oncology 2023;32(1):22-27
Objective:To compare and analyze the efficacy and safety of intraoperative radiotherapy (IORT) combined with conventional therapy (surgery combined with radiochemotherapy) and conventional therapy alone for pancreatic cancer.Methods:Literature review was conducted from PubMed, Cochrane Library, Web of Science, Embase, Chongqing VIP, CNKI, Wanfang Data and China Biomedical Literature Service System (SinoMed). The literatures that met the inclusion criteria were screened and the data were extracted. Meta-analysis was carried out by RevMan 5.4 software.Results:A total of 11 studies consisting of 813 patients were included. According to the combined results, compared with conventional therapy, IORT combined with conventional therapy could improve the overall survival rate of pancreatic cancer ( HR=0.66, 95% CI=0.54-0.81, Z=4.03, P<0.001), and did not increase the treatment-related side effects ( OR=1.00, 95% CI=0.69-1.46, Z=0.01, P=0.99), but failed to bring benefit to the local control rate ( HR=0.56, 95% CI=0.31-1.01, Z=1.93, P=0.05). Conclusions:The overall survival rate in the IORT combined with conventional therapy group is significantly better than that in the conventional therapy group. No significant difference is found in the treatment-related adverse reactions between two groups. IORT combined with conventional therapy is worthy of clinical application.
6.Analysis of a child with Johanson-Blizzard syndrome due to novel compound heterozygous variants of UBR1 gene.
Xiaoli FU ; Li ZHANG ; Xuxia WEI ; Yuqiang LYU ; Lu YANG ; Min GAO ; Zhongtao GAI ; Yi LIU
Chinese Journal of Medical Genetics 2022;39(12):1379-1384
OBJECTIVE:
To analyze the clinical and genetic characteristics of a boy featuring unexplained developmental delay, malnutrition and distinct facial appearance.
METHODS:
Physical examination was carried out for the child. Peripheral blood samples were collected from the child and his parents for the extraction of genomic DNA and trio-whole exome sequencing. Candidate variants were verified by Sanger sequencing.
RESULTS:
The patient had facial dysmorphism including nasal alae aplasia, scalp defect and teeth deformities, in addition with recurrent diarrhea due to pancreatic exocrine insufficiency. DNA sequencing revealed that he has harbored compound heterozygous variants of the UBR1 gene, namely c.3167C>G (p.S1056X) and c.1911+14C>G, which were inherited from his father and mother, respectively. Database search has suggested the c.3167C>G to be a novel nonsense variant and c.1911+14C>G a known splicing variant. Based on the guidelines of the American College of Medical Genetics and Genomics, the two variants were predicted to be pathogenic and likely pathogenic, respectively.
CONCLUSION
The child was diagnosed with Johanson-Blizzard syndrome due to the compound heterozygous variants of the UBR1 gene. Above finding has enriched the mutational spectrum of the UBR1 gene and provided a basis for genetic counseling for this family.
Child
;
Humans
;
Male
;
Ectodermal Dysplasia/genetics*
;
Pancreatic Diseases/genetics*
;
Ubiquitin-Protein Ligases/genetics*
7.Analysis of SLC25A13 gene mutations in five infants with neonatal intrahepatic cholestasis caused by citrin deficiency.
Junjie XU ; Min GAO ; Yuqiang LYU ; Yunping TANG ; Xuxia WEI ; Lu YANG ; Kaihui ZHANG ; Yi LIU ; Zhongtao GAI
Chinese Journal of Medical Genetics 2018;35(1):34-38
OBJECTIVE To identify potential mutations in five infants with neonatal intrahepatic cholestasis caused by citrin deficiency (NICCD). METHODS The SLC25A13 gene was analyzed by next-generation sequencing. Suspected mutations were confirmed by PCR and Sanger sequencing in the probands and their parents. Impact of novel mutations was predicted with PolyPhen-2 software. RESULTS All neonates have harbored mutations of the SLC25A13 gene. Eight mutations were discovered, which included two novel mutations (c.1357A>G and c.1663dup23). All parents were found to be carriers of the mutations. CONCLUSION Mutations of the SLC25A13 gene probably underlie the NICCD among the five patients, among which 851del4 and 1638-1660dup were the most common ones. This has enriched the spectrum of SLC25A13 mutation in association with NICCD.
8. Utility and evaluation of immunohistochemical detection of BRAF V600E mutation in melanoma
Jiaojie LYU ; Yunyi KONG ; Xu CAI ; Xuxia SHEN ; Yawen LU ; Min REN
Chinese Journal of Pathology 2017;46(8):548-552
Objective:
To evaluate the sensitivity, specificity and clinical value of anti-BRAF V600E antibody (clone VE1) in detection of the BRAF V600E mutant in formalin-fixed and paraffin-embedded (FFPE) melanoma specimens by immunohistochemical (IHC) methods.
Methods:
A total of 50 melanoma samples collected between 2008 and 2016 from 40 patients were analyzed for BRAF mutation (exon 15) by DNA sequencing using FFPE. These tissues were immunostained with VE1 antibody, and the results were analyzed and compared with those by DNA sequencing.
Results:
By DNA sequencing, 36 cases showed BRAF mutation while others were BRAF wild type. Among the 36 cases with BRAF mutation, 32 harbored BRAF V600E, two harbored BRAF V600K, one had BRAF K601E and one had BRAF D594N, respectively. IHC staining showed 30 specimens were VE1 positive, while 19 were negative. The determination of IHC result for one case was obscured by heavy pigments. Of the BRAF-mutated specimens, four specimens with BRAF mutation other than V600E were all negative for VE1. The sensitivity and specificity of the VE1 immunostaining was 96.8% and 100.0% respectively.Concordance of BRAF V600E detection between immunostaining and DNA sequencing was 98.0%(48/49).
Conclusions
High sensitivity and specificity for VE1 immunostaining in detecting BRAF V600E in melanomas are demonstrated. It is a rapid and cost-effective method for detecting BRAF V600E mutations in melanoma patients. Hence, VE1 immunostaining can be used as an important screening method for BRAF mutation in laboratories.
9.Sepsis after liver transplantation:a report of one case and interpretation of International Guidelines for Management of Severe Sepsis and Septic Shock
Huimin YI ; Xuxia WEI ; Lijuan LI ; Yuling AN ; Haijin LYU ; Xiaomeng YI ; Jianrong LIU ; Liang XIONG ; Mi ZHOU ; Pinglan LU ; Yu GUO
Organ Transplantation 2015;(6):378-381
Objective To summarize the treatment experience of sepsis after liver transplantation.Methods The clinical features and treatment methods of 1 patient developing sepsis after liver transplantation, who was admitted and treated in the Surgical Intensive Care Unit of the Third Affiliated Hospital of Sun Yat-sen University in September 201 4,were retrospectively studied.The interpretation of International Guidelines for Management of Severe Sepsis and Septic Shock (SSC Guidelines)and relevant literature were reviewed.Results One male patient at the age of 50 years old developed high fever and decrease of blood pressure at 1 d after liver transplantation,and was diagnosed as septic shock.The symptoms were relieved after the appropriate treatment like goal-directed fluid resuscitation,anti-infection and blood purification,etc.And the patient was discharged in stable conditions.Conclusions It is easy to develop infection after liver transplantation and the fatality rate of sepsis caused by infection is high.Once the sepsis occurs,clinicians must perform early goal-directed therapy and bundle therapy according to the SSC Guidelines positively,and select the appropriate drugs according to the pathogen culture results in order to reduce the fatality rate.
10.Drug sensitivity analysis ofAcinetobacter baumannii in organ transplantation patients
Lijuan LI ; Binsheng FU ; Mi ZHOU ; Pinglan LU ; Xuxia WEI ; Jianrong LIU ; Xiaomeng YI ; Huimin YI
Chinese Journal of Hepatic Surgery(Electronic Edition) 2015;(6):360-362
ObjectiveTo investigate the drug sensitivity ofAcinetobacter baumannii in organ transplantation patients.MethodsClinical data of 66 patients detected withAcinetobacter baumannii in the Third Affiliated Hospital of Sun Yat-sen University between June 2012 and June 2015 were retrospectively studied. The informed consents of all patients were obtained and the local ethical committee approval had been received. Among the 66 patients, 55 were males and 11 were females with the average age of (47±12) years old. Among the 66 patients, 11 cases were before liver transplantation, 52 were after liver transplantation, 1 was after kidney transplantation and 2 were in liver transplantation state. Sputum, urine, blood, wound secretion and drainage liquid of the patients were collected for bacterial culture and drug sensitivity test.ResultsA total of 73 strains ofAcinetobacter baumannii cultured from the specimens of 66 patients and the drug resistance rate to 13 antibiotics was respectively 78% to piperacillin sodium, 75% to cefotaxime sodium, 74% to ceftazidime, 73% to ceftriaxone sodium, 74% to cefepime, 73% to meropenem/imipenem-cilastatin sodium, 75% to ticarcillin sodium-clavulanate potassium, 73% to ciprolfoxacin, 71% to levolfoxacin, 73% to tobramycin, 73% to gentamycin, 73% to amikacin and 69% to trimethoprim/sulfadiazine. The resistance rate ofAcinetobacter baumannii cultured between 2014 and 2015 to the aforementioned antibiotics was higher than that cultured between 2012 and 2013. The resistance rate to carbapenems was 17% in 2012, 33% in 2013, 86% in 2014 and 92% in 2015.ConclusionThe infection incidence of multi-drug resistantAcinetobacter baumannii in organ transplantation patients trends to increase year by year, which shall be paid attention to during the treatment.

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