1.Risk Identification Model of Coronary Artery Stenosis Constructed Based on Random Forest
Yongfeng LV ; Yujing WANG ; Leyi ZHANG ; Yixin LI ; Na YUAN ; Jing TIAN
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(1):138-146
ObjectiveTo establish a risk recognition model for coronary artery stenosis by using a machine learning method and to identify the key causative factors. MethodsPatients aged ≥18 years,diagnosed with coronary heart disease through coronary angiography from January 2013 to May 2020 in two prominent hospitals in Shanxi Province, were continuously enrolled. Logistic regression,back propagation neural network (BPNN), and random forest(RF)algorithms were used to construct models for detecting the causative factors of coronary artery stenosis. Sensitivity (TPR), specificity (TNR), accuracy (ACC), positive predictive value (PV+), negative predictive value (PV-), area under subject operating characteristic curve (AUC), and calibration curve were used to compare the discrimination and calibration performance of the models. The best model was then employed to predict the main risk variables associated with coronary stenosis. ResultsThe RF model exhibited superior comprehensive performance compared to logistic regression and BPNN models. The TPR values for logistic regression,BPNN,and RF models were 75.76%, 74.30%, and 93.70%, while ACC values were 74.05%, 72.30%, and 79.49%, respectively. The AUC values were:logistic regression 0.739 9; BPNN 0.723 1; RF 0.752 2. Manifestations such as chest pains,abnormal ST segments on ECG,ventricular premature beats with hypertension, atrial fibrillation, regional wall motion abnormalities(RWMA) by color echocardiography, aortic regurgitation(AR), pulmonary insufficiency (PI), family history of cardiovascular diseases,and body mass index(BMI)were identified as top ten important variables affecting coronary stenosis according to the RF model. ConclusionsRandom forest model shows the best comprehensive performance in identification and accurate assessment of coronary artery stenosis. The prediction of risk factors affecting coronary artery stenosis can provide a scientific basis for clinical intervention and help to formulate further diagnosis and treatment strategies so as to delay the disease progression.
2.Clinical manifestations and treatment principles of poisoning caused by metallic mercury injection at different sites
Leyi XU ; Jiaxin JIANG ; Ying ZHANG ; Jiabin CHEN
China Occupational Medicine 2024;51(4):466-471
The appearance and degree of damage caused by metallic mercury injection at different sites were disparate, and different from common mercury poisoning. This study reviewed literature on poisoning caused by injection of metallic mercury in different body parts, summarized the health impairments and corresponding treatment principles. The causes of such accidents were mostly intentional injury or suicide, self-harm, with a minority due to feudal superstition, tattoos, and improper treatment. Subcutaneous or deep intramuscular injection of mercury primarily caused local inflammation reactions in the early stages. Intraocular injection might lead to inflammation, tissue necrosis, and blindness. Intravenous injection might lead to local or systemic acute reactions. The injection at local sites might cause harms to respiratory, nervous, urinary, and circulatory systems and reproductive health if individuals fail to boost mercury excretion promptly. For mercury treatment, the vacuum sealing drainage and extensive removal of deposits were preferred for mercury subcutaneous, muscular, or deep tissue injected individuals. For mercury intraocular injected individuals, the prompt surgical removal of mercury drops and, if necessary, enucleation of the eyeball were preferred. For mercury intravenous injected individuals, in addition to debridement surgery, treatment such as plasma exchange, hemoperfusion, hemodialysis, and bronchoalveolar lavage could be used. For mercury poisoning caused by injection in different body parts, mercury expulsion and symptomatic treatment are recommended, in addition to psychological therapy.
3.Magnetic resonance left ventricular hemodynamic analysis: a normal value study of two methods
Huaying ZHANG ; Wenjing YANG ; Jing XU ; Di ZHOU ; Yining WANG ; Leyi ZHU ; Mengdi JIANG ; Gang YIN ; Shihua ZHAO ; Minjie LU
Journal of Chinese Physician 2024;26(1):12-17
Objectives:To analyze the consistency of evaluating left ventricular hemodynamics (HDF) based on single plane and multi plane cine sequences of magnetic resonance mitral valve orifice.Methods:A prospective study was conducted on 48 healthy adults, and two methods were used to measure the mitral valve diameter and calculate HDF parameters. The first method was to measure the diameter of the mitral valve opening in the left ventricular three chamber cine sequence; The second method is to measure the mitral valve diameter using cine sequences of two chamber, three chamber, and four chamber hearts, and then take the average value. Paired t-tests were used to compare the differences in HDF measured by two methods, and Pearson correlation coefficient ( r), intra group correlation coefficient ( ICC), and Bland-Altman analysis were used to test the consistency and reproducibility of the two methods. Results:The root mean square (RMS) of longitudinal HDF calculated using single plane and multi plane mitral valve diameters were [(17.28±4.41)% vs (17.21±4.61)%] ( P=0.379) for the entire cardiac cycle, [(21.45±5.54)% vs (21.49±5.68)%] ( P=0.646) for systolic phase, and [(12.78±4.10)% vs (12.54±4.24)%] ( P=0.106) for diastolic phase, respectively. The difference in the calculation results of HDF parameters related to ventricular function was not statistically significant (all P>0.05), and there was good consistency ( r=0.924-0.996, ICC=0.924-0.995). The two HDF parameters related to atrial function were sensitive to the measurement method of mitral valve orifice diameter [RMS of longitudinal HDF during active atrial emptying: (3.26±1.51)% vs (3.32±1.55)%, P=0.006; longitudinal HDF pulse during active atrial emptying: (-2.60±1.28)% vs (-2.76±1.30)%, P<0.001]. Conclusions:The ventricular function related HDF parameters obtained from the analysis of mitral valve orifice diameter using single plane and multi plane methods have good consistency, and can be evaluated using relatively simple single plane methods for left ventricular HDF.
4.Effect of accurately localized mini anterolateral thigh perforator flap in repairing medium-sized skin and soft tissue defects in fingers
Feiya ZHOU ; Xian ZHANG ; Leyi CAI ; Mingming CHEN ; Zhenyu TAO ; Xuwei ZHU ; Weiyang GAO
Chinese Journal of Burns 2024;40(2):165-171
Objective:To explore the effect of accurately localized mini anterolateral thigh perforator flap in repairing medium-sized skin and soft tissue defects in fingers.Methods:The study was a retrospective observational study. From December 2019 to September 2022, 15 patients with medium-sized skin and soft tissue defects who met the inclusion criteria in fingers were admitted to the Second Affiliated Hospital of Wenzhou Medical University, including 12 males and 3 females, aged 23 to 62 years. After debridement, the wounds were all accompanied by exposed tendons, bones, vessels and nerves, with an area from 4.0 cm×3.0 cm to 8.0 cm×3.5 cm. Computed tomography angiography and color Doppler ultrasonography examinations were performed on both lower limbs of the patient before surgery to accurately locate the anterolateral thigh perforators. When the flap with area from 6.0 cm×3.0 cm to 11.0 cm×4.0 cm was harvested, the flap was thinned. The artery and vein perforators of the flap were anastomosed respectively with the digital artery and dorsal metacarpal vein. If there was avulsion injury, infection, or burn in the recipient area, the main arterial and veinous vessels carried by the skin flap was anastomosed with the radial artery and accompanying vein. The lateral thigh cutaneous nerve carried by the flap was anastomosed with the stump of the digital nerve. The types of perforators of the lateral thigh artery were observed during operation and compared with the location of the vessels before operation. After operation, the survival and adverse complication of the flap were closely observed. During follow-up, the skin flap color, texture, and shape were observed; the wound healing in donor area was observed. At the last follow-up, the two-point discriminative distance of the affected finger pulp was measured, and the function of the affected finger was evaluated using the trial standard for the evaluation of functions of upper limbs of Hand Surgery Society of Chinese Medical Association, and the interphalangeal joint movement of the affected finger was observed; the patients' complaints about the adverse effects of flap resection on lower limbs were recorded.Results:During the operation, it was observed that the perforators of the flaps in 11 patients were the descending branch of the lateral circumflex thigh artery, in two patients, the perforators of skin flaps were the oblique branch of the lateral thigh artery, and the perforators in another two patients were the transverse branch of the lateral circumflex thigh artery, which were consistent with the preoperative vascular localization. After operation, all flaps survived without vascular crisis and infection. The patients were followed up for 6-12 months, the flaps had excellent color, texture, and appearance; only linear scars remained on the donor wound. At the last follow-up, the two-point discrimination distance in the finger pulp was 7-11 mm; the affected finger function was rated as excellent in 6 cases, good in 6 cases, and fair in 3 cases; the flexion and extension function of the finger was not affected; two patients complained of numbness in the lateral thigh after excision of the skin flap, and the other 13 patients had no complain of adverse complaints.Conclusions:The perforating branch in lateral thigh region can be accurately located by computed tomography angiography and color Doppler ultrasonography, accurate positioning of perforators before operation can reduce the damage to the donor area during the incision of the flap, the appearance and function of the affected finger can be restored to the maximum extent by thinning the transplanted flap and rebuilding the finger sensation. Therefore, it is an effective and reliable way to repair the medium-sized skin and soft tissue defects of fingers with the mini thigh anterolateral perforator flap.
5.Masquelet technique combined with skin graft in treatment of chronic refractory wounds in elderly patients
Feiya ZHOU ; Leyi CAI ; Xianjie LIN ; Wenzhen ZHANG ; Zipu HONG ; Tingxiang CHEN ; Mingming CHEN ; Weiyang GAO
Chinese Journal of Microsurgery 2023;46(4):424-429
Objective:To introduce a surgical method and clinical effect of using Masquelet technique combined with skin graft to cover chronic refractory wounds in elderly patients.Methods:From September 2020 to September 2022, 20 elderly patients with wounds of bone or tendon exposure in lower limbs were treated in the Department of Wound Repair, the Second Affiliated Hospital of Wenzhou Medical University. Due to the age and poor general condition of the patients, flap transfer for wound coverage were not allowed. Masquelet technique was therefore applied in the treatment of chronic wounds of such patients. Sizes of wounds were found at 4.5 cm×3.0 cm to 15.0 cm×6.0 cm and all accompanied with tendon and bone exposure, after thorough debridement. Wounds were then sealed with antibiotic bone cement several times. After having induced formation of membrane in wounds, free mesh skin graft was used to cover the refractory wounds. The patients were entered in follow up regularly after surgery at outpatient service, and telephone or video reviews. The wound healing of patients and whether there were related complications in the skin donor area were observed. The number of operation times in the first stage was 1-4 with an average of 1.3 times ± 0.7 times. Lower Extremity Function Scale (LEFS) was used to evaluate the recovery of lower limb function.Results:All 20 wounds healed well. The follow-up time was 3-12 months, with an average of 7.6 months. The appearance and texture of the skin in the wounds area were satisfactory. The mean LEFS was 69.83 point ± 10.82 point.Conclusion:Using Masquelet technique combined with free skin grafting to treat refractory wounds in the elderly patients can achieve satisfactory clinical outcomes. It is a simple and reliable supplement to the wound repair, and can reduce the surgical risk.
6.Dynamic regulation using a quorum-sensing circuit enhances the production of tyrosol by Escherichia coli.
Yuping SHEN ; Ziwei ZHOU ; Xi HE ; Leyi YIN ; Chunlan HE ; Zujiao ZHANG
Chinese Journal of Biotechnology 2023;39(8):3379-3393
Tyrosol is a natural polyphenolic product that is widely used in chemical, pharmaceutical and food industries. Currently, the de novo synthesis of tyrosol by Escherichia coli suffers from issues such as low cell density and poor yield. Therefore, the phenylpyruvate decarboxylase mutant ARO10F138L/D218G obtained in our previous study was fused with an alcohol dehydrogenase from different microorganisms for fusion expression, and the optimal ARO10F138L/D218G-L-YahK produced 1.09 g/L tyrosol in shake flasks. In order to further improve tyrosol production, feaB, a key gene in the competing pathway of 4-hydroxyphenylacetic acid, was knocked out, and the resulted strain produced 1.26 g/L tyrosol with an increase of 21.15% compared to that of the control. To overcome the low cell density in tyrosol fermentation, the quorum-sensing circuit was used to dynamically regulate the tyrosol synthesis pathway, so as to alleviate the toxic effect of tyrosol on chassis cells and relieve the growth inhibition. Using this strategy, the yield of tyrosol was increased to 1.74 g/L, a 33.82% increase. In a 2 L fermenter, the production of tyrosol in the engineered strain TRFQ5 dynamically regulated by quorum-sensing reached 4.22 g/L with an OD600 of 42.88. Compared with those in the engineered strain TRF5 statically regulated by induced expression, the yield was increased by 38.58% and the OD600 was enhanced by 43.62%. The combination of blocking the competing pathway using gene knockout technology, and reducing the inhibitory effect of tyrosol toxicity on chassis cells through quorum-sensing dynamic regulation increased the production of tyrosol. This study may facilitate the biosynthesis of other chemicals with high toxicity.
Escherichia coli/genetics*
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Biological Products
;
Bioreactors
;
Fermentation
7.Double heterozygous pathogenic mutations in KIF3C and ZNF513 cause hereditary gingival fibromatosis.
Jianfan CHEN ; Xueqing XU ; Song CHEN ; Ting LU ; Yingchun ZHENG ; Zhongzhi GAN ; Zongrui SHEN ; Shunfei MA ; Duocai WANG ; Leyi SU ; Fei HE ; Xuan SHANG ; Huiyong XU ; Dong CHEN ; Leitao ZHANG ; Fu XIONG
International Journal of Oral Science 2023;15(1):46-46
Hereditary gingival fibromatosis (HGF) is a rare inherited condition with fibromatoid hyperplasia of the gingival tissue that exhibits great genetic heterogeneity. Five distinct loci related to non-syndromic HGF have been identified; however, only two disease-causing genes, SOS1 and REST, inducing HGF have been identified at two loci, GINGF1 and GINGF5, respectively. Here, based on a family pedigree with 26 members, including nine patients with HGF, we identified double heterozygous pathogenic mutations in the ZNF513 (c.C748T, p.R250W) and KIF3C (c.G1229A, p.R410H) genes within the GINGF3 locus related to HGF. Functional studies demonstrated that the ZNF513 p.R250W and KIF3C p.R410H variants significantly increased the expression of ZNF513 and KIF3C in vitro and in vivo. ZNF513, a transcription factor, binds to KIF3C exon 1 and participates in the positive regulation of KIF3C expression in gingival fibroblasts. Furthermore, a knock-in mouse model confirmed that heterozygous or homozygous mutations within Zfp513 (p.R250W) or Kif3c (p.R412H) alone do not led to clear phenotypes with gingival fibromatosis, whereas the double mutations led to gingival hyperplasia phenotypes. In addition, we found that ZNF513 binds to the SOS1 promoter and plays an important positive role in regulating the expression of SOS1. Moreover, the KIF3C p.R410H mutation could activate the PI3K and KCNQ1 potassium channels. ZNF513 combined with KIF3C regulates gingival fibroblast proliferation, migration, and fibrosis response via the PI3K/AKT/mTOR and Ras/Raf/MEK/ERK pathways. In summary, these results demonstrate ZNF513 + KIF3C as an important genetic combination in HGF manifestation and suggest that ZNF513 mutation may be a major risk factor for HGF.
Animals
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Humans
;
Mice
;
Fibromatosis, Gingival/pathology*
;
Gingiva
;
Kinesins/genetics*
;
Mutation/genetics*
;
Phosphatidylinositol 3-Kinases/genetics*
8.Humanistic Care in Clinical Diagnosis and Treatment of Elderly Benign Paroxysmal Positional Vertigo Patients
Juanli XING ; Xindi WANG ; Leyi ZHANG ; Li LU ; Guifang ZHANG ; Yanning YUN ; Juanli LI
Chinese Medical Ethics 2023;36(6):698-702
Benign paroxysmal positional vertigo (BPPV) is a peripheral vestibular disease with the highest incidence rate, and the elderly are the high incidence population. Particle repositioning maneuver, simple and practicable, and has good clinical effects, is recognized as the preferred treatment method for BPPV. However, the elderly patients have a higher prevalence rate, often suffer from multiple chronic diseases, and their various bodily functions have entered a declining stage, with poor response to treatment and a tendency to recur. Based on these, medical staff should continuously improve their professional abilities, and pay attention to and implement some comprehensive and multi-dimensional humanistic care measures from physiological to psychological aspects such as verbal encouragement, behavioral support, and spiritual integration during the diagnosis and treatment process, to improve the quality of life of elderly BPPV patients, reduce medical disputes, and save medical resources.
9.Analysis of curative effect of hematoma removal and minimally invasive puncture drainage in hypertensive intracerebral hemorrhage under neuroendoscope
Leyi XU ; Lingjun KONG ; Jingyu WANG ; Feng QIU ; Jue ZHANG ; Zhimin FEI
Journal of Chinese Physician 2020;22(9):1290-1294
Objective:To compare the curative effect of hematoma removal and minimally invasive puncture drainage in hypertensive intracerebral hemorrhage (HICH) under neuroendoscope.Methods:The clinical data of 118 patients with HICH admitted to our hospital from February 2017 to November 2019 were retrospectively analyzed. According to the different surgical methods, the patients were divided into group A ( n=59, minimally invasive puncture and drainage) and group B ( n=59, neuroendoscopic hematoma removal). The perioperative indexes, complications and neurological function indexes [neuron specific enolase (NSE), neurotrophic factor (NGF), substance P (SP)], inflammatory factor index [interleukin-6 (IL-6), tumor necrosis factor-α (TNF-α)] and related scale scores [National Institutes of Health Stroke Scale (NIHSS), modified Barthel Index (mBI)] were compared between the two groups. Results:The operation time, cerebrospinal fluid recovery time, hematoma removal time and hospitalization time of group B were shorter than those of group A ( P<0.05). On the 7th day after operation, the NSE, SP, IL-6, TNF-α in the two groups were decreased, and the levels of NSE, SP, IL-6 and TNF-α in group B were lower than those in group A ( P<0.05); on the 7th day after operation, the levels of NGF in two groups were increased, and those in group B were higher than those in group A ( P<0.05). 6 months after operation, the NIHSS decreased and mBI increased in both groups ( P<0.05), and NIHSS in group B was lower than that in group A, but mBI was higher than that in group A ( P<0.05). There was no difference in the incidence of complications between the two groups ( P>0.05). Conclusions:Compared with minimally invasive puncture and drainage, neuroendoscope hematoma removal for HICH patients can effectively improve perioperative indicators, reduce neurological damage and body inflammatory stimulation, and improve the self-care ability of patients, which is safe and reliable.
10.Contrast induces kidney epithelial cell apoptosis through NRLP3 inflammasome pathway
Jianxiao SHEN ; Ling WANG ; Na JIANG ; Xinghua SHAO ; Chaojun QI ; Zhen ZHANG ; Yijun ZHOU ; Shu LI ; Shan MOU ; Leyi GU ; Zhaohui NI
Chinese Journal of Nephrology 2018;34(1):36-43
Objective To investigate the effect of pyrin domain 3 (NLRP3) inflammasome in the process of contrast induced human kidney cell apoptosis.Methods Human kidney 2 (HK-2) cells were cultured in DMEM-F12 medium with 5% FBS.Cells were divided into control group,Contrast group (O group),NLRP3-siRNA+Iohexol group (si-NLRP3+O group),ASC-siRNA+Iohexol group (si-ASC+O group),and mannitol group (M group).Different concentrations of hypotonic contrast agent were added to HK-2 cell culture plates for 24,48 and 72 h.Flow cytometry was used to detect apoptosis.NLRP3 and ASC mRNA expressions were detected by RT-PCR.The expressions of NLRP3,ASC,caspase-8/cleaved caspase-8,Bcl-2/Bax,caspase-1/cleaved caspase-1,and caspase-3/cleaved caspase-3 protein were detected by Western blot.The levels of interleukin (IL) 1β and IL-18 in supernatant were detected by ELISA.Results Compared with the control group,the rate of apoptotic cells,as well as the expressions of NLRP3,ASC and cleaved caspase-1 proteins were increased in HK-2 cells of contrast group.The expressions of NLRP3 and ASC mRNA in the contrast group also increased,so did IL-1β and IL-18 levels (all P<0.05),suggesting that NLRP3 inflammasome in HK-2 cells was activated by contrast.Compared with the control group,the expressions of cleaved caspase-8,Bax and cleaved caspase-3 protein were increased,and the expression of anti-apoptotic protein Bcl-2 was decreased (all P < 0.05).Compared with the contrast group,the rate of apoptotic cells in the si-NLRP3 + contrast group and si-ASC + contrast group was significantly decreased;the expression of cleaved caspase-1 was decreased;the expressions of Bax and cleaved caspase-3 were decreased,and Bcl-2 level was increased.The expressions of IL-1β and IL-18 in the supernatant of cells were decreased (all P < 0.05).Conclusion Contrast agent can activate the NLRP3 pathway in HK-2 cells and induce apoptosis,which could be reduced by blocking the NLRP3 pathway.

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