OBJECTIVES: To evaluate the performance of a multi-constraint representation learning classification model for identifying ovarian cancer with missing laboratory indicators. METHODS: Tabular data with missing laboratory indicators were collected from 393 patients with ovarian cancer and 1951 control patients. The missing ovarian cancer laboratory indicator features were projected to the latent space to obtain a classification model using the representational learning classification model based on discriminative learning and mutual information coupled with feature projection significance score consistency and missing location estimation. The proposed constraint term was ablated experimentally to assess the feasibility and validity of the constraint term by accuracy, area under the ROC curve (AUC), sensitivity, and specificity. Cross-validation methods and accuracy, AUC, sensitivity and specificity were also used to evaluate the discriminative performance of this classification model in comparison with other interpolation methods for processing of the missing data. RESULTS: The results of the ablation experiments showed good compatibility among the constraints, and each constraint had good robustness. The cross-validation experiment showed that for identification of ovarian cancer with missing laboratory indicators, the AUC, accuracy, sensitivity and specificity of the proposed multi-constraints representation-based learning classification model was 0.915, 0.888, 0.774, and 0.910, respectively, and its AUC and sensitivity were superior to those of other interpolation methods. CONCLUSIONS The proposed model has excellent discriminatory ability with better performance than other missing data interpolation methods for identification of ovarian cancer with missing laboratory indicators.
Female ; Humans ; Ovarian Neoplasms/diagnosis* ; Machine Learning ; ROC Curve

Objective:To investigate whether residual dental follicles in the alveolar socket after extraction of impacted mandibular third molars affect the periodontal health of adjacent mandibular second molars, in order to provide clinical reference for the management of residual dental follicles after third molar extraction.Methods:A total of 82 patients who underwent bilateral impacted mandibular third molar extraction at the Department of Oral Surgery, School and Hospital of Stomatology Wuhan University, from November 1, 2020, to November 30, 2022, were included in the study. Using a self-controlled method, each patient′s bilateral mandibular third molars were randomly divided into two groups: Group A underwent third molar extraction with thorough removal of residual dental follicle tissue, while Group B underwent third molar extraction without any treatment of the remaining dental follicle tissue. Operation time and adverse reactions were recorded. Clinical and radiographic examinations were performed at 6-month follow-up to evaluate the periodontal parameters and alveolar bone height of the bilateral mandibular second molars, and differences between the two groups were compared.Results:All patients had successful bilateral mandibular third molar extractions, and no serious complications occurred intraoperatively or postoperatively. There were no statistically significant differences in surgical time, postoperative pain, or facial swelling between the two groups ( P>0.05). At the 6-month follow-up, the probing depth on the distal aspect of the mandibular second molars in Group A [2.67 (2.00, 3.67) mm] was significantly less than that in Group B [4.00 (3.00, 5.00) mm] ( Z=-6.55, P<0.001). The clinical attachment loss on the distal aspect of the mandibular second molars in Group A [1.00 (0.00, 3.00) mm] was less than that in Group B [3.00 (2.00, 5.00) mm] ( Z=-5.99, P<0.001). The distance from the alveolar crest to the cementoenamel junction on the distal aspect of the mandibular second molars in Group A [(1.86±1.34) mm] was less than that in Group B [(3.04± 1.89) mm] ( t=-6.87, P<0.001). In patients aged≥20 years, the probability of recovery of alveolar bone height to normal level on the distal aspect of the mandibular second molars in Group A [42.3% (11/26)] was significantly higher than that in Group B [0 (0/26)] ( P<0.01), while there was no statistically significant difference between Group A [63.3% (19/30)] and Group B [46.7% (14/20)] in patients aged<20 years ( P>0.05). Conclusions:Residual dental follicles in the alveolar socket after extraction of impacted mandibular third molars adversely affect the periodontal health of adjacent teeth. Thorough removal of residual dental follicles during impacted mandibular third molar extraction is beneficial for the postoperative recovery of alveolar bone height of the distal aspect of the mandibular second molars, especially in patients aged≥20 years.

Corneal confocal microscopy (CCM) is a non-invasive, simple and rapid visual corneal imaging technique, which can directly conduct real-time collection and quantitative analysis of corneal nerve fibers. Studies have shown that CCM can be used in the diagnosis and prognosis evaluation of degenerative diseases, demyelinating diseases, degenerative diseases and other types of diseases of the central nervous system. In this paper, the recent advance in CCM in neurological diseases is summarized to provide new ideas for their diagnosis and prognosis evaluation.

Objective:To systematically evaluate the qualitative researches on symptom burden and psychological experience of patients with myasthenia gravis, so as to provide references for improving the support system of this population and promoting their physical and mental health.Methods:Qualitative researches on symptom burden and psychological experience in patients with myasthenia gravis were searched on PubMed, Web of Science, Embase, Cochrane Library, PsycINFO, CINAHL, Scopus, Proquest, Ovid, Wiley Online Library, Springer Link, China National Knowledge Infrastructure, VIP, Wanfang Dadabase and China Biology Medicine disc. The search period was from the establishment of the database to December 31, 2022. The quality evaluation criteria of Evidence-Based Health Care Center of Joanna Briggs Research Institute (JBI) in Australia was used to evaluate the quality of the literature, and the Meta-synthesis of the literature was performed using the pooled integration method.Results:A total of 8 studies were included, 66 study results were extracted, 10 new categories were summarized, and 4 integrated results were synthesized, including patients with myasthenia gravis suffering from physical symptoms leading to mental fatigue and cognitive impairment, effects of myasthenia gravis on physical, social, psychological functions and work in patients, difficulties and challenges encountered in the course of treatment and attitude , behavior change, responsibility and mission assumption and personal growth achievement.Conclusions:Patients with myasthenia gravis have serious symptom burden and psychological distress. Clinical nursing staff should attach importance to patient symptom management, pay attention to their physical and mental feelings, provide multi-dimensional social support, help patients actively face disease challenges and achieve personal growth.

Corneal confocal microscopy (CCM) is an in vivo corneal imaging technique, which can directly quantify corneal nerve fibers in real time. It has the characteristics of non-invasive, objective and high sensitivity. CCM can not only be used for the diagnosis and treatment evaluation of corneal diseases, but also plays an important role in the diagnosis and prognosis evaluation of some peripheral and central nervous system diseases, such as diabetes peripheral neuropathy and Parkinson's disease. In addition, the changes of corneal nerve fibers can indirectly reflect the severity of ischemic cerebrovascular disease, and it is expected to become a noninvasive bioimaging marker of ischemic cerebrovascular disease. This article reviews CCM and its application in ischemic cerebrovascular disease, in order to provide better means for early diagnosis and prognosis evaluation of ischemic cerebrovascular disease.

Prostaglandin E2 (PGE2) is a bioactive polyunsaturated fatty acid produced by arachidonic acid, and it is mainly metabolized in the liver and has an important regulatory effect on various liver diseases. Prostaglandin E synthases (PGESs) are important terminal rate-limiting enzymes in the PGE2 synthesis pathway and are involved in the development and progression of liver disease. This article mainly summarizes the role of PGESs in liver injury, hepatitis, and liver cancer in existing studies, hoping to provide a reference for further research on the role of PGESs in liver diseases.

Objective To explore whether using of exogenous pulmonary surfactant( PS) can im-prove recovery of infants suffering postoperative acute respiratory distress syndrome after cardiac surgery and whether kinetic analysis of pulmonary functional change can be helpful to indicate an appropriate dosing scheme. Methods Nineteen infants received an exogenous PS( Curosurf,100 mg/kg,treatment group) due to acute respiratory distress syndrome after cardiac surgery for congenital heart defects. They were compared with 24 patients without its administration despite the same postoperative complication( control group) . Oxy-genation index( OI) and ventilation index( VI) were calculated and fitted with a monoexponential function be-fore and after its use. Other outcomes including chest radiography,duration of mechanical ventilation,inten-sive care unit and hospitalization were also analyzed. Results All infants who received PS survived,whereas three infants in the control group died. The duration of mechanical ventilation and hospitalization were signifi-cantly shorter after PS administration[(21. 3 ± 9. 2) d vs. (31. 1 ± 13. 4) d,t=6. 520,P=0. 004;(30. 2 ± 13. 2)d vs. (41. 3 ± 16. 5)d,t=2. 185,P=0. 03]. The infants received either one (13 cases,subgroup A) or two doses (6 cases,subgroup B) before successful weaning from the ventilator. After the first dose was ad-ministered,the maximal rates of OI and VI change were significantly higher of infants in the subgroup A[OI:(2. 9 ±1. 7) vs. (1. 0 ± 0. 8),t =3. 012,P =0. 02;VI:(16. 6 ± 9. 6) vs. (5. 8 ± 5. 6),t =2. 980,P =0. 02]. Twelve hours after the first dose,both parameters in the subgroup B deteriorated and a second dose was administered 24 h later. Conclusion Exogenous PS is an efficient medication for infants suffering acute respiratory distress syndrome after cardiac surgery. Kinetics analysis of functional change after initial surfac-tant use may be referred for early determination of an optimal dosing scheme.

Objective    To assess the predictive abilities of postoperative regional oxygen saturation (rSO2) measured by near-infrared spectroscopy (NIRS) and lactate level for early postoperative outcome in children undergoing congenital heart disease surgery. Methods    A total of 73 children (43 males, 30 females, mean age of 91±18 days) undergoing cardiovascular surgery were enrolled from December 2016 to September 2017. The 73 children were divided into an early poor outcome group and a without poor outcome group. Binary logistic regression method was used to determine the independent factors of predicting early poor outcome. Receiver operating characteristic curve was used to identify the optimal cutoff values. Results    The early poor outcome rate was 47%. By regression analyses, nadir splanchnic rSO2 values, peak lactate level were 2 independent factors of predicting poor outcome. For nadir splanchnic rSO2 alone, the area under the ROC curve for poor outcome were 0.897. For peak lactate alone, the area under the ROC curve for poor outcome was 0.867. After combination of nadir splanchnic rSO2 and peak lactate, the area under the ROC curve for poor outcome increased to 0.944 (P<0.05). Conclusion    Combining the parameter of nadir splanchnic rSO2 and peak lactate during the first postoperatively 24 hours yielded to a more accurate predictive ability for early outcome in children undergoing congenital cardiac surgery.

Objective: To study the mechanism of Heshi-Gejiugao on the nerve endocrine immune network in the treatment of perimenopausal syndrome. Methods: A total of 100 patients with perimenopausal syndrome were randomly divided into treatment group and control group, 50 cases in each group. The control group was only given general treatment, while the treatment group was treated with Heshi-Gejiugao on the basis of general treatment for 30 days. The clinical efficacy, Kupperman score, nerve, endocrine and immune related indexes of the two groups before and after treatment were observed. Results: The total effective rate was 96.0% (48/50) in the treatment group and 50.0% (25/50) in the control group. There was significant difference between the two groups (χ²=37.639, P<0.01). The Kupperman score (17.52 ± 2.73 vs. 24.22 ± 6.87, t=6.409) in the treatment group was significantly lower than that in the control group (P<0.01). After treatment, NE (1 878.08 ± 931.57 ng/m vs. 1 278.43 ± 866.32 ng/ml, t=3.331), DA (1 568.56 ± 597.15 ng/ml vs. 1 183.62 ± 798.72 ng/ml, t=2.729) in the treatment group were significantly higher than those in the control group (P<0.05); E₂ (42.12 ± 9.77 pg/ml vs. 35.91 ± 12.55 pg/ml, t=2.761), FSH (62.70 ± 15.96 mIU/ml vs. 72.67 ± 30.18 mIU/ml, t=2.065), LH (33.88 ± 12.18 mIU/ml vs. 42.93 ± 9.83 mIU/ml, t=4.089) were significantly lower than those of the control group (P<0.05). CD3⁺ (1 087.34/μl ± 432.19/μl vs. 918.27/μl ± 199.72/μl, t=2.511), CD4⁺ (738.16/μl ± 326.75/μl vs. 588.43/μl ± 212.55/μl, t=2.716) and CD4/CD8 (1.87 ± 0.56 vs. 1.16 ± 0.55), t=6.483) were significantly higher than those of the control group (P<0.05); CD8⁺ (788.32/μl ± 214.56/μl vs. 976.37/μl ± 318.62/μl, t=3.462) was significantly lower than that of the control group (P<0.05). Conclusions Heshi-Gejiugao can reduce the symptoms and improve the quality of life by regulating the multi target and multi direction of the neuroendocrine immune network of perimenopausal patients.