1.The influencing factors of prognosis in critically ill patients and the predictive value of CALLY index
Pu LI ; Ting YE ; Yangmei MEI ; Yujie WANG ; Wenting WU ; Zhipeng HU
Clinical Medicine of China 2025;41(6):446-451
Objective:To investigate the factors influencing the prognosis of critically ill patients and the predictive value of the C-reactive protein-albumin-lymphocyte (CALLY) index.Methods:A retrospective analysis was conducted on the clinical data of 122 critically ill patients admitted to Guoyao Dongfeng General Hospital affiliated with Hubei University of Medicine from June 2022 to December 2023. Patients were divided into a death group and a survival group based on their 28-day prognosis. Clinical data were compared between the two groups to analyze the factors influencing prognosis and assess the predictive value of various indicators. Normally distributed measurement data were expressed as Mean±SD, and intergroup comparisons were performed by independent samples t-test; non-normally distributed measurement data were expressed as M( Q1,Q3), and intergroup comparisons were performed by the Mann-Whitney U test. Counting data were expressed as case (%), and intergroup comparisons were performed by the χ2 test. Multivariate logistic regression was used to analyze factors influencing patient prognosis, and receiver operating characteristic (ROC) curves were plotted to analyze the predictive value of each indicator. Results:The Acute Physiology and Chronic Health Evaluation Ⅱ (APACHE Ⅱ) score, blood lactate, CRP, and B-type natriuretic peptide levels in the death group were higher than those in the survival group [22 (17, 30) points vs. 17 (14, 22) points, (4.8±1.4) mmol/L vs. (3.3±1.0) mmol/L, 134 (83, 2 381) mg/L vs. 13 (10, 27) mg/L, 259 (111, 592) ng/L vs. 108 (40, 247) ng/L; Z=3.04, P=0.002; t=5.79, P<0.001; Z=8.57, P<0.001; Z=3.28, P=0.001, respectively]. Albumin, neutrophil count, lymphocyte count (LYC), and the CALLY index were lower in the death group than in the survival group [(31±5) g/L vs. (37±6) g/L, (58±9)×10 9/L vs. (63±10)×10 9/L, 0.6 (0.4, 0.8)×10 9/L vs. 1.3 (0.8, 1.7)×10 9/L, 0.03 (0.02, 0.11) vs. 0.26 (0.13, 0.49); t=6.05, P<0.001; t=3.04, P=0.003; Z=5.82, P<0.001; Z=6.52, P<0.001, respectively]. Multivariate logistic regression analysis indicated that the APACHE Ⅱ score and CRP were risk factors for poor prognosis in critically ill patients ( OR=1.349, 95% CI: 1.004-1.821, P=0.048; OR=1.006, 95% CI: 1.003-1.010, P=0.001, respectively), while LYC and the CALLY index were protective factors ( OR=0.297, 95% CI: 0.111-0.795, P=0.016; OR=0.989, 95% CI: 0.955-0.999, P=0.001, respectively). The area under the ROC curve for the CALLY index predicting 28-day mortality in critically ill patients was 0.872 (95% CI: 0.800-0.926), which was higher than that of the APACHE Ⅱ score, LYC, and CRP [0.673 (95% CI: 0.582-0.756), 0.664 (95% CI: 0.573-0.748), 0.576 (95% CI: 0.482-0.665), respectively]. The cut-off values were 0.06, 20 points, 0.8×10 9/L, and 50 mg/L, respectively. When the CALLY index was 0.06, the specificity was 97.65%, the sensitivity was 72.97%, and the Youden index was 0.706. Conclusions:The APACHE Ⅱ score, CRP, LYC, and CALLY index are all factors influencing the prognosis of critically ill patients. The CALLY index has certain predictive value, but its false negative rate is relatively high. Further combination with other indicators is needed to improve its predictive value.
2.Epidemiological analysis of the adhesion glycoprotein gene characteristics of human respiratory syncytial virus in Xi'an from 2023 to 2024
Peng ZHANG ; Yangni DENG ; Shuling LI ; Yuewen HAN ; Yujie YANG ; Jianing WEI ; Ye ZHANG ; Yuanyuan DUAN ; Rui WU ; Hailong CHEN
Chinese Journal of Microbiology and Immunology 2025;45(10):809-816
Objective:To analyze the prevalence of human respiratory syncytial virus(RSV)and the evolutionary characteristics of the adhesion glycoprotein(G)gene in Xi'an from 2023 to 2024.Methods:Respiratory specimens were collected from patients with acute respiratory infections in Xi'an between October 2023 to October 2024. RSV nucleic acid screening was performed using real-time fluorescence quantitative PCR;full-length G gene sequencing was conducted on nucleic acid-positive specimens. Genotyping characterization of the obtained sequences was performed using Nextclade v3.10.0 software.Results:A total of 2 548 respiratory tract infection samples were collected,with 104 cases(4.08%,104/2 548)testing positive for RSV. The highest RSV positivity rate was observed in children aged ≤1 year(12.24%,18/147),and significant difference in positivity rates were found among age groups(χ 2=37.868, P<0.001). Since October 2023,RSV has seen an epidemic peak during January to February 2024,and gradually declined thereafter,with no positive cases from May to September 2024. Among the 43 RSV-positive samples,12 strains were identified as subtype A(all genotype A.D.3),and 31 strains were subtype B(14 genotype B.D.4.1.1 and 17 genotype B.D.E.1). Conclusion:From October 2023 to October 2024,RSV had an epidemic peak in January and February in Xi'an,with subtype B being the predominant circulating type.
3.Clinical Comprehensive Evaluation of Three Inhalation Triple Preparations for the Treatment of Chronic Obstructive Pulmonary Disease
Lina ZHANG ; Yujie SUO ; Xiaohong LI ; Zhiqiang YE ; Hua YAN
Herald of Medicine 2025;44(9):1496-1503
Objective A comprehensive evaluation of three kinds of closed triple therapy(fluticasone furoate,umeclidinium bromide and vilanterol trifenatate powder for inhalation,budesonide,glycopyrronium bromide and formoterol fumarate inhalation aerosol,beclometasone dipropionate,formoterol fumarate and glycopyrrolate inhalation aerosol)for stable maintenance treatment of chronic obstructive pulmonary disease(COPD)is conducted to provide reference for drug selection and rational clinical use in medical institutions.Methods Based on the Quick Guidelines for Drug Evaluation and Selection in Chinese Medical Institutions(Second Edition),this study collected drug instructions,clinical guidelines,and relevant literature from databases such as China National Knowledge Infrastructure(CNKI),Wanfang Database,VIP Database for Chinese Technical Periodicals(VIP),PubMed,Embase and Cochrane Library.Quantitative indicators were established to evaluate three inhalations that closed triple therapy formulations from five dimensions:effectiveness,pharmacological characteristics,safety,economy,and other attributes.Results The comprehensive scores of the formulations included in the evaluation are all above 80 points,among which the comprehensive score of fluticasone furoate,umeclidinium bromide and vilanterol trifenatate powder for inhalation is the highest at 89.2 points,followed by budesonide,glycopyrronium bromide and formoterol fumarate inhalation aerosol at 87.6 points,and the lowest score of beclometasone dipropionate,formoterol fumarate and glycopyrrolate inhalation aerosol at 82.9 points.Conclusions All three formulations have shown good clinical efficacy,and different triple formulations have different advantages in clinical treatment.Through the comprehensive evaluation of three types of inhalation triple preparations,it can provide a reference for drug selection in medical institutions,and provide a basis for clinical scientific,rational,safe,and personalized medication.
4.Roles of oligodendrocytes in cognitive impairment induced by microwave radiation in mice
Jun WANG ; Yujie LIU ; Xuefeng YANG ; Keqin LI ; Ying LIU ; Zhe YANG ; Yumeng YE ; Zehang LIU ; Hongyan ZUO ; Yanhui HAO ; Yang LI
Military Medical Sciences 2025;49(10):738-746
Objective To investigate the functional changes of oligodendrocytes in a mouse model of cognitive impairment induced by microwave radiation and the mechanism.Methods C57BL/6N male mice were exposed to S-band microwave at 2.856 GHz and 8 mW/cm2 for 15 min.The rectal temperature of mice was monitored by an optical fiber thermometer during microwave radiation.The changes of autonomous exploration behavior and learning and memory ability of mice on the 1st and 7th days after microwave radiation were detected via the open field test and novel object recognition test.Immunofluorescence was used to detect the expression and distribution of neuroglia-2 proteoglycan(NG2)and myelin basic protein(MBP)in the hippocampus of mice on the 1st and 7th days after radiation.Clemastine fumarate,a drug that promoted the maturation of oligodendrocyte precursor cells was administered by gavage,and the expression levels of brain-derived neurotrophic factor(BDNF)and fibroblast growth factor 2(FGF2)in hippocampal tissues were detected by radioimmunoassay at 1 and 7 days after radiation.The changes of myelin sheath structure an 1 and 7 days after radiation were observed by transmission electron microscopy.The effects of clemastine fumarate on learning and memory impairment induced by microwave exposure in mice were assessed via open field and new object recognition experiments.Results Under the experimental conditions,the rectal temperature in mice caused by microwave radiation increased by less than 1 ℃,which was within the thermal safety range of the body.The open field test showed that compared with the control group,the microwave radiation group didn't change significant in terms of movement speedon the 1st and 7th days,but the time spent exploring in the central area was significantly reducedon the 1st day after radiation(P<0.05).In the novel object recognition test,the indexes of the mice on the 1st day were significantly reduced(P<0.05),indicating that the anxiety like behavior and cognitive function of the mice were impaired after microwave radiation.Compared with the control group,the proportion of NG2+area in the hippocampus was significantly decreased(P<0.05)in the microwave radiation group,while that of MBP+area hardly changed on the 1st day after microwave radiation(P>0.05).The expression level of oligodendrocyte related BDNF in the hippocampus was significantly decreased(P<0.05).The myelin of the corpus callosum was broken,and the myelin g ratio was significantly increased(P<0.05),suggesting that micro wave radiation could reduce the number of oligodendrocyte precursors and damage the secretion and myelin function of oligodendrocyte.Compared with the radiation group,the expression levels of BNDF and FGF2 in the radiation combined with clemastine fumarate group were up-regulated,the myelin g ratio was significantly decreased on the 1st day after radiation(P<0.05),and the novel object recognition index was significantly increased(P<0.05).Conclusion Pulsed microwave radiation below the body's fever threshold can cause cognitive dysfunction and other brain damage in mice.The impaired secretion and myelin function of oligodendrocytes and the decreased self-repair ability are the important mechanisms of cognitive dysfunction induced by microwave radiation.
5.Clinical Comprehensive Evaluation of Three Inhalation Triple Preparations for the Treatment of Chronic Obstructive Pulmonary Disease
Lina ZHANG ; Yujie SUO ; Xiaohong LI ; Zhiqiang YE ; Hua YAN
Herald of Medicine 2025;44(9):1496-1503
Objective A comprehensive evaluation of three kinds of closed triple therapy(fluticasone furoate,umeclidinium bromide and vilanterol trifenatate powder for inhalation,budesonide,glycopyrronium bromide and formoterol fumarate inhalation aerosol,beclometasone dipropionate,formoterol fumarate and glycopyrrolate inhalation aerosol)for stable maintenance treatment of chronic obstructive pulmonary disease(COPD)is conducted to provide reference for drug selection and rational clinical use in medical institutions.Methods Based on the Quick Guidelines for Drug Evaluation and Selection in Chinese Medical Institutions(Second Edition),this study collected drug instructions,clinical guidelines,and relevant literature from databases such as China National Knowledge Infrastructure(CNKI),Wanfang Database,VIP Database for Chinese Technical Periodicals(VIP),PubMed,Embase and Cochrane Library.Quantitative indicators were established to evaluate three inhalations that closed triple therapy formulations from five dimensions:effectiveness,pharmacological characteristics,safety,economy,and other attributes.Results The comprehensive scores of the formulations included in the evaluation are all above 80 points,among which the comprehensive score of fluticasone furoate,umeclidinium bromide and vilanterol trifenatate powder for inhalation is the highest at 89.2 points,followed by budesonide,glycopyrronium bromide and formoterol fumarate inhalation aerosol at 87.6 points,and the lowest score of beclometasone dipropionate,formoterol fumarate and glycopyrrolate inhalation aerosol at 82.9 points.Conclusions All three formulations have shown good clinical efficacy,and different triple formulations have different advantages in clinical treatment.Through the comprehensive evaluation of three types of inhalation triple preparations,it can provide a reference for drug selection in medical institutions,and provide a basis for clinical scientific,rational,safe,and personalized medication.
6.The influencing factors of prognosis in critically ill patients and the predictive value of CALLY index
Pu LI ; Ting YE ; Yangmei MEI ; Yujie WANG ; Wenting WU ; Zhipeng HU
Clinical Medicine of China 2025;41(6):446-451
Objective:To investigate the factors influencing the prognosis of critically ill patients and the predictive value of the C-reactive protein-albumin-lymphocyte (CALLY) index.Methods:A retrospective analysis was conducted on the clinical data of 122 critically ill patients admitted to Guoyao Dongfeng General Hospital affiliated with Hubei University of Medicine from June 2022 to December 2023. Patients were divided into a death group and a survival group based on their 28-day prognosis. Clinical data were compared between the two groups to analyze the factors influencing prognosis and assess the predictive value of various indicators. Normally distributed measurement data were expressed as Mean±SD, and intergroup comparisons were performed by independent samples t-test; non-normally distributed measurement data were expressed as M( Q1,Q3), and intergroup comparisons were performed by the Mann-Whitney U test. Counting data were expressed as case (%), and intergroup comparisons were performed by the χ2 test. Multivariate logistic regression was used to analyze factors influencing patient prognosis, and receiver operating characteristic (ROC) curves were plotted to analyze the predictive value of each indicator. Results:The Acute Physiology and Chronic Health Evaluation Ⅱ (APACHE Ⅱ) score, blood lactate, CRP, and B-type natriuretic peptide levels in the death group were higher than those in the survival group [22 (17, 30) points vs. 17 (14, 22) points, (4.8±1.4) mmol/L vs. (3.3±1.0) mmol/L, 134 (83, 2 381) mg/L vs. 13 (10, 27) mg/L, 259 (111, 592) ng/L vs. 108 (40, 247) ng/L; Z=3.04, P=0.002; t=5.79, P<0.001; Z=8.57, P<0.001; Z=3.28, P=0.001, respectively]. Albumin, neutrophil count, lymphocyte count (LYC), and the CALLY index were lower in the death group than in the survival group [(31±5) g/L vs. (37±6) g/L, (58±9)×10 9/L vs. (63±10)×10 9/L, 0.6 (0.4, 0.8)×10 9/L vs. 1.3 (0.8, 1.7)×10 9/L, 0.03 (0.02, 0.11) vs. 0.26 (0.13, 0.49); t=6.05, P<0.001; t=3.04, P=0.003; Z=5.82, P<0.001; Z=6.52, P<0.001, respectively]. Multivariate logistic regression analysis indicated that the APACHE Ⅱ score and CRP were risk factors for poor prognosis in critically ill patients ( OR=1.349, 95% CI: 1.004-1.821, P=0.048; OR=1.006, 95% CI: 1.003-1.010, P=0.001, respectively), while LYC and the CALLY index were protective factors ( OR=0.297, 95% CI: 0.111-0.795, P=0.016; OR=0.989, 95% CI: 0.955-0.999, P=0.001, respectively). The area under the ROC curve for the CALLY index predicting 28-day mortality in critically ill patients was 0.872 (95% CI: 0.800-0.926), which was higher than that of the APACHE Ⅱ score, LYC, and CRP [0.673 (95% CI: 0.582-0.756), 0.664 (95% CI: 0.573-0.748), 0.576 (95% CI: 0.482-0.665), respectively]. The cut-off values were 0.06, 20 points, 0.8×10 9/L, and 50 mg/L, respectively. When the CALLY index was 0.06, the specificity was 97.65%, the sensitivity was 72.97%, and the Youden index was 0.706. Conclusions:The APACHE Ⅱ score, CRP, LYC, and CALLY index are all factors influencing the prognosis of critically ill patients. The CALLY index has certain predictive value, but its false negative rate is relatively high. Further combination with other indicators is needed to improve its predictive value.
7.Epidemiological analysis of the adhesion glycoprotein gene characteristics of human respiratory syncytial virus in Xi'an from 2023 to 2024
Peng ZHANG ; Yangni DENG ; Shuling LI ; Yuewen HAN ; Yujie YANG ; Jianing WEI ; Ye ZHANG ; Yuanyuan DUAN ; Rui WU ; Hailong CHEN
Chinese Journal of Microbiology and Immunology 2025;45(10):809-816
Objective:To analyze the prevalence of human respiratory syncytial virus(RSV)and the evolutionary characteristics of the adhesion glycoprotein(G)gene in Xi'an from 2023 to 2024.Methods:Respiratory specimens were collected from patients with acute respiratory infections in Xi'an between October 2023 to October 2024. RSV nucleic acid screening was performed using real-time fluorescence quantitative PCR;full-length G gene sequencing was conducted on nucleic acid-positive specimens. Genotyping characterization of the obtained sequences was performed using Nextclade v3.10.0 software.Results:A total of 2 548 respiratory tract infection samples were collected,with 104 cases(4.08%,104/2 548)testing positive for RSV. The highest RSV positivity rate was observed in children aged ≤1 year(12.24%,18/147),and significant difference in positivity rates were found among age groups(χ 2=37.868, P<0.001). Since October 2023,RSV has seen an epidemic peak during January to February 2024,and gradually declined thereafter,with no positive cases from May to September 2024. Among the 43 RSV-positive samples,12 strains were identified as subtype A(all genotype A.D.3),and 31 strains were subtype B(14 genotype B.D.4.1.1 and 17 genotype B.D.E.1). Conclusion:From October 2023 to October 2024,RSV had an epidemic peak in January and February in Xi'an,with subtype B being the predominant circulating type.
8.Novel benzothiazole derivatives target the Gac/Rsm two-component system as antibacterial synergists against Pseudomonas aeruginosa infections.
Jun LIU ; Wenfu WU ; Jiayi HU ; Siyu ZHAO ; Yiqun CHANG ; Qiuxian CHEN ; Yujie LI ; Jie TANG ; Zhenmeng ZHANG ; Xiao WU ; Shumeng JIAO ; Haichuan XIAO ; Qiang ZHANG ; Jiarui DU ; Jianfu ZHAO ; Kaihe YE ; Meiyan HUANG ; Jun XU ; Haibo ZHOU ; Junxia ZHENG ; Pinghua SUN
Acta Pharmaceutica Sinica B 2024;14(11):4934-4961
The management of antibiotic-resistant, bacterial biofilm infections in skin wounds poses an increasingly challenging clinical scenario. Pseudomonas aeruginosa infection is difficult to eradicate because of biofilm formation and antibiotic resistance. In this study, we identified a new benzothiazole derivative compound, SN12 (IC50 = 43.3 nmol/L), demonstrating remarkable biofilm inhibition at nanomolar concentrations in vitro. In further activity assays and mechanistic studies, we formulated an unconventional strategy for combating P. aeruginosa-derived infections by targeting the two-component (Gac/Rsm) system. Furthermore, SN12 slowed the development of ciprofloxacin and tobramycin resistance. By using murine skin wound infection models, we observed that SN12 significantly augmented the antibacterial effects of three widely used antibiotics-tobramycin (100-fold), vancomycin (200-fold), and ciprofloxacin (1000-fold)-compared with single-dose antibiotic treatments for P. aeruginosa infection in vivo. The findings of this study suggest the potential of SN12 as a promising antibacterial synergist, highlighting the effectiveness of targeting the two-component system in treating challenging bacterial biofilm infections in humans.
9.Analysis of Clinical Epidemiological Characteristics of 15,967 Lung Cancer Surgery Patients in Yunnan Cancer Hospital from 2013 to 2022.
Ruke TANG ; Yujie LEI ; Lianhua YE ; Guangqiang ZHAO ; Xudong XIANG ; Gaofeng LI ; Guangjian LI ; Xi WANG ; Ying CHEN ; Kaiyun YANG ; Xiaobo CHEN ; Jiapeng YANG ; Min ZHAO ; Bingquan XIANG ; Qiubo HUANG ; Guangcan LUO ; Hongwei ZHANG ; Yunchao HUANG
Chinese Journal of Lung Cancer 2024;27(12):911-918
BACKGROUND:
Lung cancer is a disease with a high incidence rate in Yunnan province, yet there is a paucity of large-scale studies on its clinical epidemiology. This research aims to investigate the epidemiological characteristics of patients who underwent lung cancer surgery at Yunnan Cancer Hospital over the past decade, thereby providing a theoretical basis for the prevention and treatment of lung cancer.
METHODS:
Clinical data were collected from 15,967 patients who underwent lung cancer surgery at Yunnan Cancer Hospital between 2013 and 2022. A statistical analysis was conducted on the patients' general data, surgical information, pathological types of lung cancer, and other clinical epidemiological characteristics.
RESULTS:
Among the 15,967 cases of lung cancer, 46.3% were male and 53.7% were female, with the male-to-female ratio ranging from 0.68 to 1.61:1. The median age was 56 years (interquartile range: 49-63), and 37.0% of the patients were in the age group of 50-59 years. Since 2017, there has been an annual increase in the proportion of patients under the age of 60 years. The smoking status of the patients showed that 28.1% were smokers and 71.9% were non-smokers. Qujing city accounted for 41.4% and Kunming city for 23.2% of the cases in Yunnan province, with 29.6% of patients originating from Xuanwei and Fuyuan areas of Qujing city. The distribution of affected lung lobes was as follows: right upper lobe 28.2%, right middle lobe 6.3%, right lower lobe 20.1%, left upper lobe 22.7%, and left lower lobe 16.4%. The use of thoracoscopic surgery increased from 30.8% to 96.3%, with single-port thoracoscopic surgery comprising 61.3%. Lobectomy was performed in 64.2% of cases, wedge resection in 17.2%, and segmentectomy in 12.2%. The proportion of lobectomy decreased from 83.1% to 46.1%. The proportion of patients in stages 0-I increased from 43.5% to 82.8%, while stages II-IV decreased from 56.5% to 17.2%. Adenocarcinoma increased from 75.6% to 88.3%, and squamous cell carcinoma decreased from 21.5% to 8.6%. Among adenocarcinoma patients, 60.9% were female. Among sguamous cell carcinoma patients, 90.6% were male. The peak age for adenocarcinoma was 50-59 years, and for squamous cell carcinoma, it was 60-69 years. The smoking rate was higher among squamous cell carcinoma patients (65.9%) compared to adenocarcinoma patients (22.3%). Adenocarcinoma patients had a higher proportion in stages 0-I (76.3%), while squamous cell carcinoma patients were more prevalent in stages II-III (64.1%).
CONCLUSIONS
The findings indicate an increasing proportion of female patients with adenocarcinoma, a younger age of onset, a higher proportion of non-smoking lung cancer patients, and an increased proportion of stages 0-I lung cancer. These trends may reflect the epidemiological characteristics of patients undergoing lung cancer surgery in Yunnan and surrounding areas over the past decade.
Humans
;
Female
;
Male
;
Lung Neoplasms/pathology*
;
Middle Aged
;
China/epidemiology*
;
Aged
;
Adult
;
Aged, 80 and over
10.A pilot study on clinical application of three-dimensional morphological completion of lesioned mandibles assisted by generative adversarial networks
Ye LIANG ; Qian WANG ; Yiyi ZHANG ; Jingjing HUAN ; Jie CHEN ; Huixin WANG ; Zhuo QIU ; Peixuan LIU ; Wenjie REN ; Yujie MA ; Canhua JIANG ; Jiada LI
Chinese Journal of Stomatology 2024;59(12):1213-1220
Objective:To explore the clinical application pathway of the CT generative adversarial networks (CTGANs) algorithm in mandibular reconstruction surgery, aiming to provide a valuable reference for this procedure.Methods:A clinical exploratory study was conducted, 27 patients who visited the Department of Oral and Maxillofacial Surgery, Xiangya Hospital of Central South University between January 2022 and January 2024 and required mandibular reconstruction were selected. The cohort included 16 males and 11 females, with the age of (46.6±11.5) years; among them, 7 cases involved mandibular defects crossing the midline. The CTGANs generator produced 100 images, and the mean squared error (MSE) was calculated for differences between any two generated images. Preoperative cone-beam CT data from 5 patients were used to construct a labeled test database, divided into groups: normal maxilla, normal mandible, diseased mandible, and noise (each group containing 70 cross-sectional images). The CTGANs discriminator was used to evaluate the loss values for each group, and one-way ANOVA and intergroup comparisons were performed. Using the self-developed KuYe multioutcome-option-network generation system (KMG) software, the three-dimensional (3D) completion area of the mandible under cone-beam CT was defined for the 27 patients. The CTGANs algorithm was applied to obtain a reference model for the mandible. Virtual surgery was then performed, utilizing the fibular segment to reconstruct the mandible and design the surgical expectation model. The second-generation combined bone-cutting and prebent reconstruction plate positioning method was used to design and 3D print surgical guides, which were subsequently applied in mandibular reconstruction surgery for the 27 patients. Postoperative cone-beam CT was used to compare the morphology of the reconstructed mandible with the surgical expectation model and the mandibular reference model to assess the three-dimensional deviation.Results:The MSE for the CTGANs generator was 2 411.9±833.6 (95% CI: 2 388.7-2 435.1). No significant difference in loss values was found between the normal mandible and diseased mandible groups ( P>0.05), while both groups demonstrated significantly lower loss values than the maxilla and noise groups ( P<0.001). All 27 patients successfully obtained mandibular reference models and surgical expectation models. In total, 14 162 negative deviation points and 15 346 positive deviation points were observed when comparing the reconstructed mandible morphology with the surgical expectation model, with mean deviations of -1.32 mm (95% CI:-1.33- -1.31 mm) and 1.90 mm (95% CI: 1.04-1.06 mm), respectively. Conclusions:The CTGANs algorithm is capable of generating diverse mandibular reference models that reflect the natural anatomical characteristics of the mandible and closely match individual patient morphology, thereby facilitating the design of surgical expectation models. This method shows promise for application in patients with mandibular defects crossing the midline.

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