1.Comparison of logistic regression and machine learning algorithm in establishment of pre-eclampsia prediction model
Xingneng XU ; Shengzhu CHEN ; Jiayi ZHOU ; Si YANG ; Xuwei WANG ; Bolan YU
Chinese Journal of Perinatal Medicine 2024;27(7):572-581
Objective:To construct preeclampsia (PE) prediction models using information from the hospital electronic medical information and clinical laboratory data through logistic regression (LR) and machine learning algorithms, and to compare their predictive performance.Methods:The study was conducted based on the information from Rouji Pregnancy Test Database and the perinatal data of women who visited the Third Affiliated Hospital of Guangzhou Medical University from January 1, 2012, to December 31, 2019. Drawing upon clinical treatment guidelines and related literature, 28 clinical indicators from 2 736 pregnant women at 24 to 28 weeks of gestation were selected after a thorough integration and used for the construction of the PE prediction model dataset. Patients diagnosed with PE comprised the PE group ( n=245), while another 255 cases from the rest who did not have PE were selected, with undersampling method, as the control group. The Random Forest algorithm (RF), eXtreme Gradient Boosting (XGB) algorithm, and LR model were each employed to develop predictive models for PE. Following the construction of the models, external validation of PE prediction accuracy was carried out using data acquired from an independent prospective cohort study on PE that was conducted from June 2019 to December 2022, in which 38 PE cases and 80 controls were chosen. The performance of predictive models were evaluated using metrics such as accuracy, sensitivity, specificity, and the area under the curve (AUC) of receiver operating characteristic. Results:Indicators included in the construction of the three predictive models suggested that uric acid, creatinine, maternal age, early pregnancy body mass index, urea, triglycerides, red blood cell count, eosinophil count, total cholesterol, neutrophil count, urine protein, alanine aminotransferase, and urine occult blood were influential in PE prediction models. The AUCs for RF, XGB, and LR models in the training and test sets were 0.851 (95% CI:0.730-0.891), 0.955 (95% CI:0.865-0.987), 0.884 (95% CI:0.767-0.923) vs. 0.845 (95% CI:0.723-0.868), 0.907 (95% CI:0.791-0.919), 0.851 (95% CI:0.755-0.893), respectively. In the test set, the accuracy, sensitivity, and specificity for RF, XGB, and LR models were 0.803, 0.607, 0.958, 0.864, 0.790, 0.927, and 0.832, 0.661, 0.971, respectively. In the external validation of the RF, XGB and LR predictive models, the accuracy were 0.822, 0.814, and 0.763; the sensitivity were 0.737, 0.789, and 0.605, and the specificity were 0.863, 0.825, and 0.838, respectively. Among them, XGB model showed the highest Youden's index (0.614). Conclusion:Compared to traditional methods of model construction, machine learning algorithms can establish more effective PE prediction models using real clinical data.
2.CiteSpace Knowledge Graph Analysis of Spleen-strengthening and Dampness-expelling Method for Treating Skin Diseases
Kexin YANG ; Haixin ZHONG ; Yang BI ; Yujie YANG ; Xuwei ZHENG ; Bin TANG ; Chuanjian LU ; Haiming CHEN
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(10):1498-1503
Objective To visualize and analyze the studies on spleen-strengthening and dampness-expelling method for treating skin diseases in the past 20 years by using CiteSpace 6.3.R1 software,and to understand current status and hot spots of research on spleen-strengthening and dampness-expelling method for treating skin diseases,so as to provide reference for the treatment and research of skin diseases. Methods Literatures on the spleen-strengthening and dampness-expelling method for skin disease treatment,which were published from January 1,2004 to June 1,2024,were retrieved from China National Knowledge Network Infrustruction. Then,CiteSpace 6.3.R1 software was adopted to visualize the authors,distribution of research institutes,and keywords. Results A total of 1326 valid papers were included,and there was an overall increase in literature publication. The author with the largest number of publications was Liu Hongxia (31 papers) and Lu Chuanjian (11 papers),the institution with the largest number of publications was Beijing University of Traditional Chinese Medicine(66 papers),followed by Guangzhou University of Chinese Medicine (62 papers). In the keyword analysis,the current hot keywords in this field are Wuling San,external treatment method,treatment from the spleen,spleen deficiency and dampness accumulation,etc. The research hot spots in the literature mainly include the experience of famous doctors,the law of medication and the research on the mechanism of action,and the frontier trends mainly include the mechanism of action,inflammatory factors,and the same treatment of heterogeneous diseases. Conclusion The method of spleen-strengthening and dampness-expelling is an important rule of traditional Chinese medicine in treating dermatological diseases. The main research content in recent 20 years is clinical observation,experience of famous doctors and mechanism of action. The mechanism of action,inflammatory factors,and heterogeneity of the same treatment are the hot spots of the research. The multi-disciplinary integration may be future research direction. However,there are currently few core authors and institutions involved in the research,and the cooperation between regions needs to be strengthened.
3.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.
4.Radiation dose and fractionation regimen for limited stage small cell lung cancer: a survey of current practice patterns of Chinese radiation oncologists
Chang XU ; Meng LI ; Ming CHEN ; Shuchai ZHU ; Nan BI ; Xuwei CAI ; Shuanghu YUAN ; Jianzhong CAO ; Xiao HU ; Jiancheng LI ; Wei ZHOU ; Ping WANG ; Jun WANG ; Lujun ZHAO ; Ningbo LIU
Chinese Journal of Radiation Oncology 2023;32(2):93-98
Objective:To investigate the radiation dose and fractionation regimens for limited stage small cell lung cancer (LS-SCLC) in Chinese radiation oncologists.Methods:Over 500 radiation oncologists were surveyed through questionnaire for radiation dose and fractionation regimens for LS-SCLC and 216 valid samples were collected for further analysis. All data were collected by online questionnaire designed by WJX software. Data collection and statistical analysis were performed by SPSS 25.0 statistical software. The differences in categorical variables among different groups were analyzed by Chi-square test and Fisher's exact test. Results:Among 216 participants, 94.9% preferred early concurrent chemoradiotherapy, 69.4% recommended conventional fractionation, 70.8% preferred a total dose of 60 Gy when delivering conventional radiotherapy and 78.7% recommended 45 Gy when administering hyperfractionated radiotherapy.Conclusions:Despite differences in LS-SCLC treatment plans, most of Chinese radiation oncologists prefer to choose 60 Gy conventional fractionated radiotherapy as the main treatment strategy for LS-SCLC patients. Chinese Society of Clinical Oncology (CSCO), National Comprehensive Cancer Network (NCCN) and Chinese Medical Association guidelines or expert consensus play a critical role in guiding treatment decision-making.
5.A comparative study of early warning score,blood glucose score and the two scores in predicting the prog-nosis of patients with acute diabetic complications
Xiaoyan LI ; Fanjie MENG ; Yulong DUAN ; Xuwei JIANG ; Min CHEN ; Yuna DU
The Journal of Practical Medicine 2018;34(3):397-400
Objective To compare the Modified Early Warning Score(MEWS),blood glucose value score and the two scores combined with the ability to predict the prognosis of patients with acute complication of diabetes mellitus,and to explore the most suitable assessment tools. Methods 419 patients with acute complica-tions were collected in diabetic mellitus. To put the admission time as the inital observation point,MEWS score, blood glucose value score and MEWS combined with blood glucose value were assessed and compared between the time point of admission and discharge by ROC curve.Results Using death as a prediction index,MEWS score of subjects operating characteristic area under the curve of AUCROC was 0.875 and the optimal cut-off value of was over 4 in the sensitivity of 78.43%,specificity of 85.60%,the positive predictive valueof 43.01% and the negative predictive value of 96.63% independently. The average score of blood glucose area under ROC curve AUCROC was 0.681 and the optimal cut-off value was 2 in the sensitivity of 50.98%,the specificity of 85.33% the positive predictive value of 73.4% and negative predictive value of 67.5% respectively. Two scores combined with area under ROC curve AUCROCwas 0.982,and the optimal cut-off value was over 7 in the sensitivity of 94.12%,the specificity of 95.65%,the positive predictive value of 75% and the negative predictive value of 99.15% individually. Conclusion For predicting the prognosis of patients with acute complications of diabetes,the combined scores are better than the pure MEWS score and blood glucose value.It is worth of clinical application.
6.The application of multifunctional inflatable pelvis and hip-joint fixator (MIPHF) in damage control in patients with pelvic fracture
Yincan ZHANG ; Xuwei PAN ; Zhiqing CHEN ; Xiaomin GU ; Weimin WANG ; Guoqiang LOU ; Huaying LING ; Qiuying LOU ; Ying ZHANG ; Rong WANG ; Wentao GAN ; Shigui YAN
Chinese Journal of Orthopaedics 2018;38(13):787-795
Objective To discuss the safety and the application of the self-designed multifunctional inflatable pelvis and hip-joint fixator (MIPHF) in damage control in pelvic fracture patients.Methods The MIPHF was subjected to pressure test and quality inspection.From September 2016 to June 2017,61 pelvic-fracture patients were treated with our self-designed MIPHF as pre-hospital first-aid care according to the concept of damage control orthopedics (DCO) (MIPHF group).The control group consisted of 69 pelvic-fracture patients who had not received pre-hospital first-aid care with the self-designed MIPHF from December 2015 to August 2016.There were no statistically significant differences between the two groups in gender,age,types of pelvic fracture,and preoperative injure severity score (ISS).The study compared the two groups for the case fatality rate,volume of blood transfused during surgeries,early complication rates,fracture reduction (Matta standards),and long-term efficacy (Cole scores).Results The pressure test showed that the MIPHF had a good fixation effect on the pelvis.And the quality inspection showed that the material used for the MIPHF was in line with national standards and the safety was guaranteed.The MIPHF group had 1 death (1.6%) and the control group had 8 deaths (11.6%),which was a significant difference (x2=4.979,P=0.026).All survival patients in both groups were followed up.The MIPHF group (61 cases) received 3.0 to 18.0 months follow-up,with an average of 9.0 months.And the control group (69 cases) had 18.0 to 30.0 months follow-up,with an average of 21.9 months.In the MIPHF group,23 cases were treated conservatively,and 37 cases were treated with surgery.Among them,3 cases were fixed with external fixator,20 cases with anterior open reduction and internal fixation,9 cases with posterior open reduction and internal fixation,and 5 cases with combined anterior and posterior fixation.The timing of surgery was 1 to 20 days after injury,with an average of 4.1 days.The volume of blood transfused in the MIPHF group during surgery was 200 to 1500 ml,with an average of 628.6 ml.In the control group,27 patients were treated conservatively,and 42 patients were treated with surgery.Among them,2 cases were fixed with external fixator,24 cases with anterior open reduction and internal fixation,10 cases with posterior open reduction and internal fixation,and 6 cases with combined anterior and posterior fixation.The timing of surgery was 1 to 15 days after injury,with an average of 3.l days.The volume of blood transfused in the control group during surgery was 200 to 4000 ml,with an average of 1 707.1 ml.There was a significant difference between the two groups in intraoperative blood transfusion(Z=-2.330,P=0.020).The MIPHF group had 10 (16.4%) cases of early serious complications and the control group had 22 (31.9%) cases,which had a significant difference (x2=4.187,P=0.041).According to the criteria proposed by Matta et al.,the good rate of results for treating fractures was 82.0% in the MIPHF group and 60.9% in the control group,which got a significant difference (x2=6.967,P=0.008).The MIPHF group and the control group also differed significantly in their mean long-term Cole scores (27.2±4.0 versus 25.1 ±5.6,t=2.457,P=0.015).Conclusion MIPHF,which reflects the DCO concept,may be recommended as pre-hospital first-aid care for patients with pelvic fracture because it can lessen bleeding and prevent secondary pelvic injury,thus reduce case fatality rate and the incidence of complications.It can also improve the success rate of treating pelvic fracture,which will positively affect long-term outcomes.
7.ABCF2 positive expression and its relationship with chemotherapy resistance in ovarian carcinoma
Xuwei CHEN ; Tao ZHU ; Huaqing LI
Chinese Journal of Biochemical Pharmaceutics 2017;37(3):285-287
Objective To investigate the positive expression of ATP binding cassette transporter protein F2 (ABCF2) in ovarian cancer tissue and its relationship with chemotherapy resistance.Methods 91 patients with ovarian cancer specimens were selected and 42 cases from the tumor 5cm adjacent tissues as normal controls, ABCF2 expression in each sample was detected by immunohistochemical staining , the relationship between ABCF2 expression and clinicopathological features of patients with ovarian cancer were analyzed .Results The positive expression rate of ABCF2 in ovarian cancer tissue was 68.13%, which was significantly higher than that in normal ovarian tissue (9.52%), and the difference was statistically significant (P<0.05).The positive expression of ABCF2 was not related to the age and organization type of ovarian cancer patients.The positive expression rate of ABCF2 in stage III~IV was 86.54%, which was significantly higher than that of phase I~II (43.59%), the difference was statistically significant (P<0.05). The positive expression rate of ABCF2 in patients with chemotherapy resistance was 88.89%, which was significantly higher than that in patients with chemotherapy sensitivity ( 59.38%) , and the difference was statistically significant ( P<0.05 ) .The results of Logistic regression analysis showed that ABCF2 positive expression was the independent influencing factor of ovarian cancer drug resistance (OR =4.586,95% CI:1.121 ~3.392,P<0.05). Conclusion ABCF2 is highly expressed in ovarian cancer, which may be associated with chemotherapy resistance in patients with ovarian cancer .
8.A study of lung protection in intensity?modulated radiotherapy with split field and fixed jaw techniques for peripheral lung cancer with mediastinal lymph node metastasis
Hao WANG ; Hua CHEN ; Hengle GU ; Xuwei CAI ; Jindong GUO ; Changlu WANG ; Zhiyong XU
Chinese Journal of Radiation Oncology 2017;26(3):320-323
Objective To retrospectively design an intensity?modulated radiotherapy ( IMRT) plan with split field and fixed jaw techniques for peripheral lung cancer with mediastinal lymph node metastasis, to compare dosimetric characteristics between the IMRT plans with fixed jaw and dynamic jaw, and to study lung protection by the plan with split field and fixed jaw. Methods Treatment plans were collected from 12 patients with peripheral lung cancer and mediastinal lymph node metastasis who were treated with IMRT in our hospital. All plans used the dynamic jaw technique. The plans with split field and fixed jaw were designed based on the identical computed tomography images and planning target volume ( PTV) . Each jaw position in split field depended on each separate PTV. The prescription dose was 60 Gy in 30 fractions. 95%PTV was planned to receive 100% of the prescription dose. Dosimetric parameters of PTV, conformity index ( CI) , heterogeneity index ( HI) , number of monitor units ( MUs) , and dose?volume values of the lung and heart were obtained from dose?volume histogram. Comparison between the two plans was made by paired t test. Results Both plans met clinical requirements. There were no significant differences in D2 , D98 , CI, or HI of PTV between the two plans ( all P>005) . Compared with the dynamic jaw plan, the fixed jaw plan had MUs increased by 15%?20%( P=0010) . The V5 , V10 , V20 , V30 , and mean dose for the whole lungs were significantly lower in the fixed jaw plan than in the dynamic jaw plan ( P=0000, 0000, 0000, 0002,0000) . The V5 , V20 , and mean dose for the healthy lung were also significantly lower in the fixed jaw plan than in the dynamic jaw plan ( P=0000,0017,0000) . There were no significant differences in dose?volume values for the spinal cord or heart between the two plans ( all P>005) . Conclusions IMRT with split field and fixed jaw is recommended for patients with peripheral lung cancer and mediastinal lymph node metastasis. The therapy to a certain extent reduces low?dose volume for the lung and the incidence of radiation?induced pneumonitis.
9.Effect of lithagogue decoction combined with tamsulosin on calculus removal rate and renal colic in patients with lower ureter calculus
Xuelian CHEN ; Xuwei CHEN ; Siping CHEN
Chinese Journal of Biochemical Pharmaceutics 2017;37(2):59-61
Objective Analyzed from row stone soup combined tan solo symplectic auxiliary row stone calculi in patients with ureteral Duan Jieshi under net rate and the influence of renal colic, so as to provide the basis for clinical treatment.Methods 90 patients with ureteral Duan Jieshi under in our hospital from January 2014 to February 2016 were selected, urology clinic of according to random, the principle of equal distribution is divided into group A (from row stone soup combined tan solo symplectic group) and group B (pure tan solo symplectic group), group C (pure traditional Chinese medicine medicinal broth group), 30 cases in each group.Observe and record the bladder irritation, frequent urination urgency), ureteral colic, discharge time, stones row net rate and incidence of adverse reactions after the comparison.Results In group A discharge time and stones row net both significantly better than B and C groups, the difference was statistically significant (P<0.05); the discharge time and stones row net between group B and C was no statistically significant difference.Group C on frequent urination urgency and ureteral colic happens to have more of A and B groups, the difference was statistically significant ( P <0.05 ); there was no statistically significant difference between group A and B.Adverse reaction of three groups of appeared in the process of treatment: group A in one case of mild diarrhea and one case of mild dizziness , group B in one case of mild headache and one case of mild dizziness, group C not present any adverse reaction, there were no significant differences in the incidence of adverse reactions among the three groups.Conclusion From row stone soup with tan solo symplectic auxiliary platoon stone therapy has good effect for patients with ureteral Duan Jieshi under, can give full play to the acetanilide spasmolysis effect of western medicine, also can better exert TCM row Shi Tong drench, analgesic anti-inflammatory, clear the role of the hot and humid, can improve the stone free rate, relieve patients with renal colic.
10.Effect on colorectal cleansing of CT colonography with gulping down bisacodyl before or after oral taking polyethylene glycol
Zhiyuan CHEN ; Hongmei GUO ; Xuwei TIAN ; Mingyue LUO ; Chaijie DUAN ; Cai WENLI ; Jianping QIU
Chongqing Medicine 2016;45(36):5059-5062
Objective To comparative study the effect on colorectal cleansing of CT colonography with gulping down 10 mg bisacodyl before or 1 h after oral taking 2 liter polyethylene glycol .Methods Forty participants with informed consent were appor‐tioned to group A ,group B randomly ,20 cases in each group .On the day before CT colonography ,participants in group A oral took 20 mL of 40% W/V barium sulfate prior to 3 mealtime ,and 20 mL of 60% diatrizoate meglumine diluted in 250 mL of water after supper ,then gulped down 10 mg bisacodyl enteric‐coated tablets 1 hour before oral taking 2 liter polyethylene glycol electrolyte so‐lution .Participants in group B were the same as that in group A ,with the exception of gulping down 10 mg bisacodyl enteric‐coated tablets 1 hour after oral taking 2 liter polyethylene glycol electrolyte solution .Cleansing efficacy of stool and fluid ,and attenuation value of remainder fluid between the two groups were analyzed statistically .Results In group A ,score of cleansing efficacy of stool (1 .96 ± 0 .11) was lower than that in group B (2 .01 ± 0 .12) ,segments with good cleansing efficacy of stool (87/120 segments , 72 .50% ) was higher than that in group B (83/120 segments ,69 .17% ) ,the difference was not statistically significant (P>0 .05) .In group A ,score of cleansing efficacy of fluid (1 .50 ± 0 .06) was lower than that in group B (1 .53 ± 0 .06) ,segments with good cleansing efficacy of fluid(113/120 segments ,94 .17% ) was higher than that in group B (111/120 segments ,92 .50% ) ,the differ‐ence was not statistically significant (P>0 .05) .Attenuation value of remainder fluid [(729 ± 29)HU ] in group A was higher than that in group B[(653 ± 25)HU] ,the difference was statistically significant(P<0 .05) .Conclusion Gulping down 10 mg Bisacodyl before or after oral taking 2 liter polyethylene glycol has no effect on cleansing of stool and fluid ,with good cleansing efficacy .The former has better cleansing efficacy of fluid ,is beneficial to detecting polyps for CT colonography .

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