OBJECTIVES: To construct vocal recognition classification models using 6 machine learning algorithms and vocal emotional characteristics of individuals with subthreshold depression to facilitate early identification of subthreshold depression. METHODS: We collected voice data from both normal individuals and participants with subthreshold depression by asking them to read specifically chosen words and texts. From each voice sample, 384-dimensional vocal emotional feature variables were extracted, including energy feature, Meir frequency cepstrum coefficient, zero cross rate feature, sound probability feature, fundamental frequency feature, difference feature. The Recursive Feature Elimination (RFE) method was employed to select voice feature variables. Classification models were then built using the machine learning algorithms Adaptive Boosting (AdaBoost), Random Forest (RF), Linear Discriminant Analysis (LDA), Logistic Regression (LR), Lasso Regression (LRLasso), and Support Vector Machine (SVM), and the performance of these models was evaluated. To assess generalization capability of the models, we used real-world speech data to evaluate the best speech recognition classification model. RESULTS: The AdaBoost, RF, and LDA models achieved high prediction accuracies of 100%, 100%, and 93.3% on word-reading speech test set, respectively. In the text-reading speech test set, the accuracies of the AdaBoost, RF, and LDA models were 90%, 80%, and 90%, respectively, while the accuracies of the other 3 models were all below 80%. On real-world word-reading and text-reading speech data, the classification models using AdaBoost and Random Forest still achieved high predictive accuracies (91.7% and 80.6% for AdaBoost and 86.1% and 77.8% for Random, respectively). CONCLUSIONS Analyzing vocal emotional characteristics allows effective identification of individuals with subthreshold depression. The AdaBoost and RF models show excellent performance for classifying subthreshold depression individuals, and may thus potentially offer valuable assistance in the clinical and research settings.
Humans ; Machine Learning ; Emotions ; Depression/diagnosis* ; Algorithms ; Voice ; Support Vector Machine ; Male ; Female

Long-term glucose metabolism disorders in patient with diabetes is often accompanied by dyslipidemia, especially the elevated level of low-density lipoprotein cholesterol (LDL-C). It is an important risk factor for the development of atherosclerotic cardiovascular disease (ASCVD). Recent studies at home and abroad have also found that diabetes can lead to increased levels of proprotein convertase subtilisin/kexintype 9 (PCSK9). In view of the profound influence of PCSK9 overexpression on low density lipoprotein cholesterol level, cardiovascular risk and atherosclerosis, it is of great significance to explore whether hypoglycemic drugs can reduce the level of PCSK9 in the treatment of diabetes. We summarized the results of the study on the effects of various hypoglycemic drugs on circulating PCSK9 concentration in order to provide ideas for the optimal treatment of diabetes.

Objective To explore the therapeutic effect and influencing factors of individualized exercise under continuous glucose profile in patients with typ 2 diabetes mellitus(T2DM).Methods A total of 110 patients with T2DM who were treated in the Department of Endocrinology of our hospital from December 2021 to July 2022 were randomly divided into conventional group and personalized group,with 55 cases in each group.The conventional group was given routine health exercise guidance,the personalized group was given a personalized exercise program.Repeated measurement analysis of variance was used to evaluate the improvement of blood glucose related indicators in the two groups at 3 and 6 months after intervention.Logistic regression was used to analyze the influencing factors of blood glucose(BG)control after 6 months of intervention.Results After 3 and 6 months of intervention,FBG,2 hBG,hemoglobin A1c(HbA1c),mean blood glucose(MBG)and time above target range(TAR)in the personalized group and conventional group were all lower than those before intervention(P<0.05).Time in range(TIR)of glucose within 24 h was higher than that before intervention(P<0.05).After 3 and 6 months of intervention,FBG,2 hBG,HbA1c,MBG and TAR in the personalized group were lower than those in the conventional group at the same time point(P<0.05),and TIR was higher than that in the conventional group at the same time point(P<0.05).After 6 months of intervention,the BG control rate in the personalized group was higher than that in the conventional group(P<0.05).Logistic regression analysis showed that the DM duration,exercise intervention methods and TIR were the influencing factors of BG control.Conclusions Exercise guidance is an effective intervention method to control diabetes.Compared with conventional exercise guidance,personalized exercise program has a better effect on controlling patients'BG level,and has a better effect on patients with short course of disease.

Objective To explore the therapeutic effect and influencing factors of individualized exercise under continuous glucose profile in patients with typ 2 diabetes mellitus(T2DM).Methods A total of 110 patients with T2DM who were treated in the Department of Endocrinology of our hospital from December 2021 to July 2022 were randomly divided into conventional group and personalized group,with 55 cases in each group.The conventional group was given routine health exercise guidance,the personalized group was given a personalized exercise program.Repeated measurement analysis of variance was used to evaluate the improvement of blood glucose related indicators in the two groups at 3 and 6 months after intervention.Logistic regression was used to analyze the influencing factors of blood glucose(BG)control after 6 months of intervention.Results After 3 and 6 months of intervention,FBG,2 hBG,hemoglobin A1c(HbA1c),mean blood glucose(MBG)and time above target range(TAR)in the personalized group and conventional group were all lower than those before intervention(P<0.05).Time in range(TIR)of glucose within 24 h was higher than that before intervention(P<0.05).After 3 and 6 months of intervention,FBG,2 hBG,HbA1c,MBG and TAR in the personalized group were lower than those in the conventional group at the same time point(P<0.05),and TIR was higher than that in the conventional group at the same time point(P<0.05).After 6 months of intervention,the BG control rate in the personalized group was higher than that in the conventional group(P<0.05).Logistic regression analysis showed that the DM duration,exercise intervention methods and TIR were the influencing factors of BG control.Conclusions Exercise guidance is an effective intervention method to control diabetes.Compared with conventional exercise guidance,personalized exercise program has a better effect on controlling patients'BG level,and has a better effect on patients with short course of disease.

Long-term glucose metabolism disorders in patient with diabetes is often accompanied by dyslipidemia, especially the elevated level of low-density lipoprotein cholesterol (LDL-C). It is an important risk factor for the development of atherosclerotic cardiovascular disease (ASCVD). Recent studies at home and abroad have also found that diabetes can lead to increased levels of proprotein convertase subtilisin/kexintype 9 (PCSK9). In view of the profound influence of PCSK9 overexpression on low density lipoprotein cholesterol level, cardiovascular risk and atherosclerosis, it is of great significance to explore whether hypoglycemic drugs can reduce the level of PCSK9 in the treatment of diabetes. We summarized the results of the study on the effects of various hypoglycemic drugs on circulating PCSK9 concentration in order to provide ideas for the optimal treatment of diabetes.

Based on the natures and flavors of herbal medicinals recorded in Shen Nong's Classic of the Materia Medica （《神农本草经》）； Miscellaneous Records of Famous Physicians （《名医别录》）， this study analyzed the characte-ristics of the natures， flavors and combination of medicinals of the two-herb compound formulas in Treatise on Cold Damage and Miscellaneous Diseases （《伤寒杂病论》）.Finally， 31 compound formulas were included， and it was found that the nature and flavor of the herbs in these two-herb compound formulas are closely related to the functions of the compound formulas， such as the common pairing of the acrid and the sweet herbs to warm yang and transform qi， the acrid and the bitter herbs in pairs to regulate and harmonize cold and heat， the sweet and the bitter in pairs to remove dampness and clear heat， the acrid and the acrid in pairs to arrest vomiting and direct qi downward， and the sour and the sweet in pairs to slow the urgent and relieve pain. Regardless of the deficiency or excess nature of the disease， the corresponding two-herb compound formulas often aim to reinforce healthy qi while eliminating pathogenic factors， with some formulas showcasing a unique correspondence between the disease pattern and the symptoms addressed.

Objective To investigate the pathogenesis of superficial mycosis among naval trainees, and observe the efficacy of a novel antifungal drug. Methods A questionnaire survey was conducted on the onset, medication and recurrence of superficial fungal infection among the trainees from January, 2020 to July, 2020. At the same time, the new antifungal drug sulconazole nitrate spray was provided for treatment and the drug efficacy was observed. Results The participants generally lacked understanding and attention to superficial fungal infections. The incidence rate of superficial fungal infection was 52%, of which 76.2% of patients had recurrence of superficial fungal infection. The sulconazole nitrate spray showed great effect against these infections. Conclusion The trainees should understand the causes of superficial fungal infection through health education and seek medical treatment and medication in time. The cure rate of superficial fungal infections could only be improved through the collaborative management of the school, hospital, and trainees to reduce the impact of these infections on naval trainees’ work and life.

Objective:To explore the predictive value of transvaginal ultrasound measurement of cervical length (CL) in the first and second trimester on spontaneous preterm birth in singleton pregnant women.Methods:This study retrospectively recruited 2 254 singleton pregnancies without severe comorbidities at Peking University First Hospital from January 2019 to June 2019. CL was measured for all subjects using transvaginal ultrasound in the first (11-13 +6 weeks) and second trimester (21-23 +6 weeks). Differences in CL between women with preterm (preterm group) and full-term delivery (full-term group) as well as the CL during the first and second trimester were compared. The independent risk factors for preterm birth and the predictive value of CL in the first and second trimester for spontaneous preterm birth were also explored. Fisher's exact test, t-test, χ2 test, and logistic regression analysis, etc, were adopted for statistical analysis. Results:(1) For the 2 254 subjects, CL measured in the first trimester and second trimester were (36.1±4.2) mm (22.4-52.6 mm) and (36.9±5.3) mm (2.9-59.7 mm), respectively. The incidence of short cervix in the first trimester and second trimester were 0.31% (7/2 254) and 1.46% (33/2 254), respectively. When CL was ≤25.0 mm ( OR=43.92, 95% CI:6.83-282.49) or >25.0-≤30.3 mm ( OR=6.59, 95% CI:1.97-22.0) in the first trimester, the risk of short cervix increased in the second trimester (both P<0.05). (2) The total incidence of preterm delivery was 3.06% (69/2 254). CL and the incidence of short cervix did not differ significantly in the first trimester between the preterm and full-term group [(35.2±4.5) and (36.1±4.1) mm, t=－1.78, P=0.076; 1.5% (1/69) and 0.3% (6/2 185), χ 2=2.98, P=0.084]. Compared with the full-term group, CL was shorter and the incidence of short cervix was higher in the second trimester in the preterm group [(33.6±6.7) vs (37.0±5.2) mm, t=－5.12;8.7% (6/69) vs 1.2% (27/2 185), χ 2=25.80, P<0.001]. (3) Multivariate regression analysis showed that age ≥35 years ( OR=2.05, 95% CI:1.22-3.46), history of spontaneous preterm birth ( OR=25.25, 95% CI:5.01-127.28), conception assisted by reproductive technology ( OR=10.39, 95% CI:2.39-50.33), and short cervix during the second trimester were independent risk factors for premature delivery. (4) There was no significant difference in the risk of preterm delivery when comparing to those with CL≤25.0 mm, >25.0-≤30.3 mm, >30.3-≤33.0 mm, >33.0-≤35.7 mm, >35.7-≤38.7 mm women with CL>38.7 mm during the first trimester (all P>0.05). The risk of premature delivery was relatively increased for those with CL≤25.0 mm,>25.0-≤29.5 mm, >29.5-≤33.6 mm, >33.6~≤36.8 mm, >36.8~≤40.1 mm during the second trimester compared to those with CL>40.1 mm [ OR (95% CI):17.64 (4.99-62.32), 6.89 (2.11-22.55), 3.58 (1.34-9.59), 4.04 (1.58-10.32), 3.34 (1.28-8.67), respectively , all P<0.05]. (5) When CL≤25.0 mm and ≤29.5 mm in the second trimester were used as the cut-off value, the prediction of preterm delivery was with a sensitivity of 8.70% and 17.39%, specificity of 98.80% and 95.29%, positive predictive value of 18.20% and 10.43%, negative predictive value of 97.16% and 97.34%, and the accuracy rate of 96.01% and 92.90%, respectively. Conclusions:There were no significant differences in CL and the incidence of short cervix during the first trimester among women with preterm or full-term delivery. CL in the first trimester is not an independent risk factor for preterm birth, but the risk of short cervix in the second trimester is increased when CL≤30.3 mm in the first trimester. The shorter the cervix during the second trimester, the greater the risk of preterm birth.

Objective To investigate the medication adherence of military academy students with superficial mycoses. Methods A 8-item Morisky medication adherence scale (MMAS) was modified into 7-item scale to evaluate the compliance of antifungal drugs in the sick students. The reliability and validity of the scale were analyzed. Results A total of 243 questionnaires were collected, of which 242 were valid questionnaires. 90.08% of the students took topical medication and 8.68% were treated both with topical and systematic combination. High, medium and low medication adherence rates as assessed by the modified MMAS were 9.09%, 23.97% and 66.94%, respectively. The reliability analysis showed that the internal consistency coefficient (Cronbach’s α ) was 0.781，and the adjusted Cronbach’s α was 0.790, indicating the high reliability of the scale. The KMO value was 0.798, and the Bartlett’s spherical test value was 440.866, P=0.000. One factor was extracted by exploratory factor analysis. The factor loadings of the items were all above 0.5. Therefore, the high convergent validity was good. Conclusion The modified MMAS has good reliability and validity and is applicable for the evaluation of medication compliance for superficial mycoses. In this study, the military students have a low level of medication adherence for superficial mycoses. Effective measures should be taken to help students strengthen their daily medication management and improve compliance.

Objective To provide the reference resource for the safe clinical use of the compound of diphenhydramine hydrochloride and caffeine by observing its effects on the nervous system, cardiovascular system and respiratory system in experimental animals. Methods Single dose of the compound of diphenhydramine hydrochloride and caffeine was given to animals orally. The effects on climbing ability of mice and blood pressure, electrocardiogram, respiration rate and amplitude in beagle dogs were observed and recorded. Results With the dosage of the compound of diphenhydramine hydrochloride and caffeine (diphenhydramine hydrochloride / caffeine ratio is 1/2.4) at 51, 102, 204 mg/kg, there was no significant effect on the climbing ability in mice. With the dosages of 14.2, 28.3, 56.6 mg/kg for male Beagle dogs and 5.66, 14.2, 28.3 mg/kg for female Beagle dogs, no significant effects were observed in systolic blood pressure, diastolic blood pressure, mean arterial pressure, heart rate, ECG（P wave, R wave , T wave, QRS time, PR interval, QT interval）, respiratory rate and amplitude. Conclusion Under the experimental conditions, single oral dose of the compound of diphenhydramine hydrochloride and caffeine has no significant effect on the nervous system, cardiovascular system and respiratory system in experimental animals. Those results suggest that the compound of diphenhydramine hydrochloride and caffeine is a safe agent for clinical use.