1.Influencing factors for whole-eye astigmatism after pterygium excision combined with autologous limbal stem cell transplantation
Yanru HE ; Wanyue LI ; Jia LIU ; Yingwei WANG ; Zifeng ZHANG
International Eye Science 2025;25(2):286-291
AIM: To explore the factors affecting the whole-eye astigmatism after pterygium excision combined with autologous limbal stem cell transplantation.METHODS: A retrospective analysis was conducted on the medical records of 42 patients(42 eyes)with primary pterygium admitted in the ophthalmology department of Xijing Hospital from January 2023 to October 2023. They underwent pterygium excision combined with autologous limbal stem cell transplantation. The maximum invasion depth of pterygium into the cornea was measured with anterior segment optical coherence tomography(AS-OCT)before operation, the length of the pterygium invading cornea, the width of the limbus and the area of the invading cornea were measured during the operation, and three-dimensional values of corneal astigmatism of anterior segment, index of surface variance(ISV), index of vertical asymmetry(IVA), best corrected visual acuity(BCVA)and whole-eye astigmatism were collected before and at 1 mo after surgery. Patients with astigmatism ≤0.50 D or >0.50 D of the whole eye at 1 mo after surgery were assigned to group A and B, respectively. The differences of clinical data before and at 1 mo after surgery between the two groups, and the correlation between pre-operative clinical indicators and whole-eye astigmatism were analyzed. The decision tree algorithm was performed to explore the influencing factors of whole-eye astigmatism at 1 mo postoperatively.RESULTS: The maximum invasion depth of pterygium in the group A was significantly less than that in the group B [80.00(40.00, 180.00)μm vs 175.00(123.00, 190.00)μm, P=0.002]. Preoperative BCVA(LogMAR), whole-eye astigmatism, cornea astigmatism, ISV, IVA and maximum invasion depth of pterygium were positively correlated with whole-eye astigmatism at 1 mo after surgery(rs=0.317, P=0.041; rs=0.545, P<0.001; rs=0.448, P=0.003; rs=0.389, P=0.011; rs=0.382, P=0.013; rs=0.391, P=0.010). The decision tree algorithm screened out two influential factors: the maximum invasion depth of pterygium into the cornea and preoperative whole-eye astigmatism. The risk of whole-eye astigmatism >0.50 D at 1 mo after operation was higher with maximum invasion depth of pterygium into the cornea >95 μm than that with ≤95 μm. Among the patients with whole-eye astigmatism >2.63 D before operation, the probability of residual whole-eye astigmatism >0.50 D was 88.9%, and the predictive model AUC was 0.804.CONCLUSION: The whole-eye astigmatism after pterygium resection is mainly affected by the maximum invasion depth of pterygium into the cornea and preoperative whole-eye astigmatism. When the maximum invasion depth of pterygium into the corneal is >95 μm and the whole-eye stigmatism is >2.63 D before surgery, the patient should receive surgical treatment as soon as possible in order to obtain good clinical benefits.
2.Development and multicenter validation of machine learning models for predicting postoperative pulmonary complications after neurosurgery.
Ming XU ; Wenhao ZHU ; Siyu HOU ; Hongzhi XU ; Jingwen XIA ; Liyu LIN ; Hao FU ; Mingyu YOU ; Jiafeng WANG ; Zhi XIE ; Xiaohong WEN ; Yingwei WANG
Chinese Medical Journal 2025;138(17):2170-2179
BACKGROUND:
Postoperative pulmonary complications (PPCs) are major adverse events in neurosurgical patients. This study aimed to develop and validate machine learning models predicting PPCs after neurosurgery.
METHODS:
PPCs were defined according to the European Perioperative Clinical Outcome standards as occurring within 7 postoperative days. Data of cases meeting inclusion/exclusion criteria were extracted from the anesthesia information management system to create three datasets: The development (data of Huashan Hospital, Fudan University from 2018 to 2020), temporal validation (data of Huashan Hospital, Fudan University in 2021) and external validation (data of other three hospitals in 2023) datasets. Machine learning models of six algorithms were trained using either 35 retrievable and plausible features or the 11 features selected by Lasso regression. Temporal validation was conducted for all models and the 11-feature models were also externally validated. Independent risk factors were identified and feature importance in top models was analyzed.
RESULTS:
PPCs occurred in 712 of 7533 (9.5%), 258 of 2824 (9.1%), and 207 of 2300 (9.0%) patients in the development, temporal validation and external validation datasets, respectively. During cross-validation training, all models except Bayes demonstrated good discrimination with an area under the receiver operating characteristic curve (AUC) of 0.840. In temporal validation of full-feature models, deep neural network (DNN) performed the best with an AUC of 0.835 (95% confidence interval [CI]: 0.805-0.858) and a Brier score of 0.069, followed by Logistic regression (LR), random forest and XGBoost. The 11-feature models performed comparable to full-feature models with very close but statistically significantly lower AUCs, with the top models of DNN and LR in temporal and external validations. An 11-feature nomogram was drawn based on the LR algorithm and it outperformed the minimally modified Assess respiratory RIsk in Surgical patients in CATalonia (ARISCAT) and Laparoscopic Surgery Video Educational Guidelines (LAS VEGAS) scores with a higher AUC (LR: 0.824, ARISCAT: 0.672, LAS: 0.663). Independent risk factors based on multivariate LR mostly overlapped with Lasso-selected features, but lacked consistency with the important features using the Shapley additive explanation (SHAP) method of the LR model.
CONCLUSIONS:
The developed models, especially the DNN model and the nomogram, had good discrimination and calibration, and could be used for predicting PPCs in neurosurgical patients. The establishment of machine learning models and the ascertainment of risk factors might assist clinical decision support for improving surgical outcomes.
TRIAL REGISTRATION
ChiCTR 2100047474; https://www.chictr.org.cn/showproj.html?proj=128279 .
Adult
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Aged
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Female
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Humans
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Male
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Middle Aged
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Algorithms
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Lung Diseases/etiology*
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Machine Learning
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Neurosurgical Procedures/adverse effects*
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Postoperative Complications/diagnosis*
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Risk Factors
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ROC Curve
3.Effect of diquafosol sodium combined with sodium hyaluronate on dry eye after pterygium surgery
Yingwei WANG ; Yanru HE ; Jing BAI ; Xiaoyan LIU ; Yan ZHANG ; Jian ZHOU
International Eye Science 2024;24(8):1303-1307
AIM:To observe the clinical efficacy of 3% diquafosol sodium eye drops combined with sodium hyaluronate eye drops in the treatment of dry eyes after pterygium surgery with lacrimal insufficiency.METHODS: A total of 64 cases(64 eyes)of pterygium patients with lacrimal insufficiency were treated with pterygium resection combined with limbal stem cell transplantation, and they were given routine anti-inflammatory and infection prevention treatment postoperatively. In terms of postoperative dry eye treatment, all patients were randomly divided into two groups. The observation group was treated with 3% diquafosol sodium eye drops combined with sodium hyaluronate eye drops, and the control group was treated with sodium hyaluronate eye drops. The break-up time of tear film(BUT), fluorescein(FL), Schirmer's Ⅰ test(SⅠt), ocular surface disease index(OSDI)score, central corneal thickness(CCT)changes, adverse reactions and complications were observed and compared between the two groups at different times postoperatively.RESULTS: Both groups of pterygium patients were accompanied with mild to moderate dry eyes with insufficient tear secretion preoperatively. At 2 wk after operation, both groups showed shorter BUT and higher FL score compared with those preoperatively(P<0.05). There was no significant difference between the two groups(P>0.05). At 4 wk after operation, BUT in the observation group was prolonged, OSDI score was decreased(both P<0.05), and FL score in both groups was decreased compared with those at with 2 wk after operation(P<0.05). The observation group was better than the control group(P<0.05). At the first day after operation, the CCT of the two groups was thicker than that preoperatively(P<0.05), and there was no significant difference in SⅠt between the two groups before and after operation(P>0.05).CONCLUSION: In the treatment of dry eye after pterygium surgery with lacrimal insufficiency, 3% diquafosol sodium eye drops combined with sodium hyaluronate eye drops can effectively reduce the postoperative dry eye symptoms, and its clinical effect is better than that of sodium hyaluronate eye drops alone.
4.Clinical features and therapeutic effects of patients with demodex blepharitis
Yanru HE ; Wanyue LI ; Yingwei WANG ; Zifeng ZHANG
International Eye Science 2024;24(12):1964-1969
AIM:To investigate the differences in clinical features and therapeutic effects of the tea tree oil wipes combined with deep massages of the meibomian glands for different age groups of patients with demodex blepharitis.METHODS:The clinical data of 146 patients(292 eyes)diagnosed with demodex blepharitis, hospitalized in Department of Ophthalmology, Xijing Hospital from January 2023 to October 2023, was collected in this retrospective study, and the patients were divided into group A(64 cases with 128 eyes)aged ≤45 years old and group B(82 cases with 164 eyes)aged >45 years old according to different ages. The differences in total numbers of binocular mites, Schirmer I tests, symptom and sign scores before, and at 1 and 3 mo after the treatment of the tea tree oil wipes combined with deep massages of the meibomian glands were analyzed between the two groups.RESULTS: Before the treatments, the total number of the mites in the group A [7(6, 8)] was lower than that in the group B [8(7, 9.25); P<0.05]. The dry eye score in the group A [6(6, 7)] was lower than that in the group B [11(10, 12); P<0.001], and the ocular surface irritation symptom score in the group A [10(9, 11)] was higher than that in the group B [6(6, 7); P<0.001]. Both groups experienced a decrease in mite counts and improvement in symptoms and signs scores at 1 mo after treatment, and there was still a degree of improvement in all clinical indicators, with patients in the group B showing a further reduction in mite counts [-1(-3, 0)] even after the treatment was continued for 3 mo.CONCLUSION:The total numbers of mites in patients of older than 45 years old were higher than those in patients of ages younger than 45, and older patients have more serious dry eyes, with less serious symptoms of ocular surface irritation. The treatment can effectively reduce the number of mites in patients of different ages with demodex blepharitis, but the outcomes of Schirmer I tests do not change after the treatment. Longer treatment duration provide sustained clinical benefits.
5.Effect of ceria nanoparticles on activity of DSS-induced colitis in mice by eliminating active oxygen species
Yuhan LU ; Yahong SHI ; Manmei LONG ; Zi WANG ; Yingwei WU
Journal of Shanghai Jiaotong University(Medical Science) 2024;44(1):35-42
Objective·To investigate the effect of ceria nanoparticles-polyethylene glycol(CeNP-PEG)on scavenging reactive oxygen species(ROS)and alleviating disease activity in dextran sulphate sodium(DSS)-induced colitis mice.Methods·CeNP was synthesized with the hydrates of cerium acetate,oleamine,and xylene,which was modified with polyethylene glycol-stearyl phosphatidylethanolamine(mPEG-DPSE)to obtain CeNP-PEG.Then CeNP-PEG was purified.The particle size and zeta potential of CeNP-PEG were measured by using transmission electron microscopy(TEM)and dynamic light scattering(DLS).Mouse macrophages(Raw264.7)were cultured in vitro and induced to a pro-inflammatory phenotype(M1 phenotype).M1 macrophages were treated with 0.5 μg/mL and 1.0 μg/mL CeNP-PEG,respectively,and then Western blotting was used to detect the expression changes of the proteins related with nuclear factor-κB(NF-κB)signaling pathway.DSS-induced colitis mice models were constructed,and CeNP-PEG(1.0 mg/mL)was intravenously administrated for 3 times via tail vein during the modeling period.Meanwhile,the body weight,fecal characteristics,and frequency of rectal bleeding in mice were monitored in the normal control group(Normal group),the model group(DSS group),and the CeNP-PEG treatment group.The disease activity index(DAI)was calculated to evaluate the intestinal inflammation.The level of ROS in mouse intestinal tissues was detected by dihydroethidine(DHE)staining and the mRNA expression levels of inflammatory cytokines interferon-γ(Ifn-γ),interleukin-6(Il-6),Il-1β and tumor necrosis factor-α(Tnf-α)were detected by real-time quantitative PCR(RT-qPCR).Results·The hydrated particle size of synthesized CeNP-PEG was(6.96±0.27)nm,and the average zeta potential was(-6.02±1.31)mV.Western blotting results showed that the expression of p-P65 increased in the pro-inflammatory macrophages compared with the control group.The expression of NF-κB inhibitor-α(IκB-α)decreased,and their expressions tended to recover after the intervention of different concentrations of CeNP-PEG.In the DSS-induced colitis models,mice in the CeNP-PEG treatment group lost less weight than those in the DSS group(P= 0.000)and had lower DAI scores(P=0.000).The RT-qPCR results of intestinal tissues showed that the mRNA levels of Ifn-γ,Il-1β,Il-6 and Tnf-α in the DSS group were significantly up-regulated compared with those in the Normal group(P=0.000),and all of them significantly decreased in the CeNP-PEG treatment group.The results of DHE staining showed that the fluorescence intensity of intestinal tissues in the DSS group was significantly enhanced than that in the Normal group,and the fluorescence intensity decreased in the CeNP-PEG treatment group.Conclusion·CeNP-PEG can inhibit the expression of intestinal inflammatory factors and the activation of NF-κB-related inflammatory pathway of pro-inflammatory macrophages,eliminate intestinal ROS,improve the intestinal inflammatory microenvironment,and alleviate the disease activity of DSS-induced colitis in mice.
6.Feasible analysis of DR long board detector in clinical application
Wenhai WANG ; Shaotian JIA ; Guangning YIN ; Junfeng SONG ; Lixin ZHANG ; Yingwei ZHAO
China Medical Equipment 2024;21(3):24-28
Objective:To explore the feasibility of long board detector of digital radiography(DR)in clinical application.Methods:The long board detector(detector)was erected and placed upright.The scale long ruler with marked metal lead wire was placed at 20 cm in front of the center of long axis of the board of detector,which paralleled medial axis.Three test cards of spatial resolution were respectively placed at three positions(upper,middle and lower)of detector,and they were stuck on the board of detector as 30cm intervals between each other and 45° position.The exposures were conducted at 100,150,and 200 cm of source image distance(SID).The incident doses were tested,which obtained from different SID spots of upper,middle and lower positions of detector.The spatial resolutions of 3 positions were determined through observed the images of cards.The ratio of the marked scale length with metal lead wire to actual length of lead wire was measured through the projection of the scale length,so as to obtain the amplification rate of different spot positions.The spatial distribution of effective focal plane on the direction of long axis of detector,and the morphological change of that were observed.Results:When SID spots were respectively 100,150 and 200cm,the amplification rates of images decreased with increasing SID.The difference of amplification rates among three SID spots was significant(F=223.80,P<0.001).There was significant difference in the corresponding radiation doses among different SID spots(F=7.57,P<0.05).The spatial resolution was constantly 1.8 LP/mm.There was heel effect along with the direction of short axis of detector.The effective focal spot on the direction of long axis of detector appeared up-down symmetrical display.Conclusion:The long board detector of DR equipment has realized the capture for the images of the overall length of spine or the overall length of lower limbs in one exposure,which can meet the clinical requirement,and improve the detection efficiency of X-ray.
7.Neural Network Mechanisms Underlying General Anesthesia: Cortical and Subcortical Nuclei.
Yue HU ; Yun WANG ; Lingjing ZHANG ; Mengqiang LUO ; Yingwei WANG
Neuroscience Bulletin 2024;40(12):1995-2011
General anesthesia plays a significant role in modern medicine. However, the precise mechanism of general anesthesia remains unclear, posing a key scientific challenge in anesthesiology. Advances in neuroscience techniques have enabled targeted manipulation of specific neural circuits and the capture of brain-wide neural activity at high resolution. These advances hold promise for elucidating the intricate mechanisms of action of general anesthetics. This review aims to summarize our current understanding of the role of cortical and subcortical nuclei in modulating general anesthesia, providing new evidence of cortico-cortical and thalamocortical networks in relation to anesthesia and consciousness. These insights contribute to a comprehensive understanding of the neural network mechanisms underlying general anesthesia.
Humans
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Anesthesia, General
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Animals
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Nerve Net/physiology*
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Cerebral Cortex/drug effects*
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Neural Pathways/drug effects*
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Thalamus/drug effects*
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Consciousness/drug effects*
8.Survival analysis of proximal gastrectomy in patients with advanced upper gastric cancer
Zhanfei LU ; Hao WANG ; Xin YIN ; Junpeng WU ; Jiaqi ZHANG ; Yingwei XUE
Chinese Journal of General Surgery 2023;38(4):253-257
Objective:To compare the prognosis difference between proximal gastrectomy (PG) and total gastrectomy (TG) in patients with advanced upper gastric cancer.Methods:This study included patients of upper gastric cancer admitted from Jan 2011 to Dec 2016 undergoing radical resection at Harbin Medical University Cancer Hospital. Patients were divided into TG group (178 cases) and PG group (185 cases).Results:Comapared to PG group , more TG patients were with tumor diameter >4 cm, Borrmann type Ⅲ and postoperative stage Ⅲ ( χ2=9.687, P=0.002; χ2=24.897, P=0.001; χ2=6.257 P=0.044).The 5-year overall survival (OS) of the PG group and the TG group were 64.3% (95% CI: 45.1%-50.5%) and 60.6% (95% CI: 41.3%-47.6%) ( P=0.297).After propensity score matching, the OS between the two groups was not statistically significant ( P=0.876).Subgroup analysis of chemotherapy showed that the difference in survival between TG group and PG group was not statistically significant ( P=0.309). Conclusion:There was no difference in survival between PG and TG in patients with advanced upper gastric cancer.
9.Prognostic value of lymphocyte subsets in gastric cancer with different tumor infiltration patterns
Hao WANG ; Xin YIN ; Xibo WANG ; Zhanfei LU ; Jiaqi ZHANG ; Junpeng WU ; Yimin WANG ; Yingwei XUE
Chinese Journal of General Surgery 2023;38(4):280-286
Objective:To probe into the potential prognostic value of lymphocyte subsets in gastric cancer.Methods:This study included patients who underwent radical gastrectomy for gastric cancer from Aug 2014 to Dec 2016. The immunological differences was analyzed in different infiltration patterns. The overall survival of patients was analyzed by Kaplan-Meier method and Log-rank test. COX regression was performed to assess independent prognostic factors of the patients, and finally constructed nomogram.Results:The median number of peripheral CD4 and CD19 cells in infiltration pattern c was 750 (94-2 504) cells/μl and 186 (17-820) cells/μl; the median number of peripheral CD4 and CD19 cells in infiltration pattern a was 802 (203-2 071) cells/μl and 213 (5-948) cells/μl, the number of peripheral CD4,CD19 cells in infiltration pattern c was lower than that in infiltration pattern a, with statistically significant differences (CD4: Z=-3.061, P=0.002; CD19: Z=-2.016 , P=0.044). CD19 lymphocytes ( P=0.023) were associated with infiltration pattern a, CD8 lymphocytes ( P=0.027) were associated with infiltration pattern b, and CD4 lymphocytes ( P=0.026) were independent risk factors associated with the prognosis of infiltration pattern c. A nomogram can be constructed to evaluate the prognosis of patients. Conclusion:There are differences in the number of peripheral lymphocyte subsets in patients with different INF types. A nomogram can be constructed from lymphocyte subsets and clinicopathological features to assess patient prognosis.
10.A multicenter study on the efficacy of percutaneous transhepatic cholangial drainage and endoscopic retrograde cholagiopancreatography for acute obstructive suppurative cholangitis
Lili ZHANG ; Lei GONG ; Lei WANG ; Yingwei ZHU
Chinese Journal of Hepatobiliary Surgery 2023;29(9):659-663
Objective:To study the efficacy of percutaneous transhepatic cholangial drainage (PTCD) and endoscopic retrograde cholangiopancreatography (ERCP) for acute obstructive suppurative cholangitis (AOSC).Methods:Clinical data of 63 patients with AOSC admitted to Wuxi No.2 People’s Hospital and the Affiliated Drum Tower Hospital of Nanjing University Medical School from January 2018 to December 2022 were retrospectively analyzed, including 38 males and 25 females, aged (72.0±13.9) years. According to the treatment modality, patients were divided into PTCD group ( n=30) and ERCP group ( n=33). The laboratory data of inflammation and liver function, clinical effect and survival were compared between the groups. Results:The white blood cell count, neutrophil ratio, serum levels of C-reactive protein, procalcitonin, glutamic oxaloacetic transaminase, glutamic-pyruvic transaminase, and glutamyl transpeptidase in both groups decreased significantly at seven days after the procedures, compared to those before treatment (all P<0.05). The postoperative levels of total bilirubin and direct bilirubin in the ERCP group were significantly lower than those in the PTCD group [48.6 (35.0, 99.5) vs 34.5 (24.4, 69.5) μmol/L, ( Z=1.97, P=0.047) and 102.0 (37.5, 108.0) vs 77.0 (22.0, 115.6) μmol/L, ( Z=2.11, P=0.036)]. The levels of total bilirubin ( Z=4.06, P<0.001) and direct bilirubin ( Z=3.47, P<0.001) were significantly decreased after ERCP, compared to those before the treatment. There was no significant difference in the total effective rate and survival between the groups (both P>0.05). Conclusion:Both PTCD and ERCP can effectively alleviate biliary obstruction and inflammatory reaction and enhance the recovery of liver function. ERCP could better relieve the jaundice.

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