1.Application of wearable devices in assessing emotional dynamic factors in adolescents with depressive disorders
Yuanzhen WU ; Jie LUO ; Jia ZHAO ; Guoxuan ZHANG ; Fan HE
Chinese Journal of Psychiatry 2025;58(7):542-548
Objective:To assess the use of R-R interval (RRI) sequence data collected via wearable devices to evaluate emotional dynamic factors in adolescents with depressive disorders, and to analyze their impact on diagnosis and severity assessment.Methods:Clinical data were prospectively collected from 154 adolescent inpatients with depressive disorders (132 females, 22 males; age 12-18, mean: 13.5±1.6 years) treated at the Child Psychiatry Ward of Beijing Anding Hospital, Capital Medical University between January 2023 and January 2024.A control group of 152 healthy adolescents (62 females, 90 males; age 12-18, mean 14.5±1.3 years) was recruited during the same period. RRI data were obtained using the built-in photoplethysmography (PPG) sensor in the HUAWEI Band 7 wearable device. The device′s integrated emotion evaluation system extracted arousal and emotional valence (as indicators of emotional dynamics) from the collected RRIs. A Long Short-Term Memory (LSTM) network was employed to develop a model for depression diagnosis and severity prediction, while a random forest model was applied to generate receiver operating characteristic (ROC) curves to evaluate model performance. Binary Logistic regression was conducted to investigate the influence of arousal and emotional valence on depression diagnosis and severity.Results:A total of 429 records were collected and analyzed from 306 participants. The LSTM-based diagnosis and severity assessment models achieved area under the curve (AUC) of 0.896 9 and 0.715 3, respectively, indicating good model performance. Binary Logistic regression analysis showed that arousal and emotional valence had significant effects on diagnosis and severity. Specially, lower arousal in both the first 4 hours ( β=-8.906, 95%CI:-17.497 to -0.315) and second 4 hours ( β=-3.033, 95%CI:-5.109 to -0.957) significantly predicted positive depression diagnosis ( β=-1.219, 95%CI:-2.205 to -0.233), while emotional valence in the second 4 hours showed a trend toward a positive association ( β=0.675, 95%CI:-0.107-1.457). First 4-hour emotional valence: significantly positive association with severity ( β=0.322, 95%CI: 0.067-0.577), second 4-hour arousal level: negative association with severity ( β=-0.258, 95%CI:-0.527 to 0.011), whereas arousal in the second 4 hours had a marginal negative effect (β=-0.258, 95% CI:-0.527 to 0.011). Conclusion:RRI may serve as a useful auxiliary measure in diagnosing depressive disorders and predicting severity among adolescents. Wearable smart devices offer promising potential for screening emotional dynamic factors related to adolescent depression.
2.Comparison of different prediction models based on machine learning algorithms for the risk of poor postoperative wound healing in patients with spinal tuberculosis
Jinglian WEN ; Wei TANG ; Chengli WU ; Run LI ; Qing YE ; Guoxuan PENG
Chongqing Medicine 2025;54(11):2552-2558
Objective To analyze risk factors for poor postoperative wound healing in spinal tuberculo-sis patients and construct prediction models along with a risk scoring table using machine learning algorithms,providing references for early prevention and management.Methods Clinical data from 420 spinal tuberculo-sis patients treated at four tertiary hospitals in Guizhou Province between January 2017 and February 2024 were retrospectively analyzed.Risk factors were identified through univariate and multivariate analyses.Logis-tic regression,random forest,and support vector machine prediction models were constructed.Model perform-ance was evaluated using receiver operating characteristic(ROC)curves,precision,recall,accuracy,and F1-score.A risk prediction scoring table for poor postoperative wound healing was subsequently developed.Re-sults Among the 420 patients with spinal tuberculosis,132 experienced poor postoperative wound healing,with an incidence rate of 31.43%.Logistic regression analysis showed that BMI≤18.5 kg/m2,preoperative albumin≤30 g/L,combined surgical procedure,intraoperative blood loss>1 000 mL,direct bilirubin>8 μmol/L within 3 days after surgery,neutrophil count≤75×109/L within 3 days after surgery,and postopera-tive drainage volume>500 mL were risk factors for poor postoperative wound healing(P<0.05).In the comparison among the three risk prediction models constructed based on machine learning algorithms,the ran-dom forest model demonstrated the best predictive performance.A risk prediction scoring table was construc-ted based on the partial regression coefficients from the multivariate analysis,with a total score range from 0 to 11 points.A score>6 points indicated an increased risk of poor postoperative wound healing.The area un-der the ROC curve(AUC)for this risk prediction scoring table was 0.846(95%CI:0.769 to 0.923),indica-ting good predictive performance.Conclusion The random forest model based on machine learning algorithms and the risk prediction scoring table have certain predictive value for assessing the risk of poor postoperative wound healing in patients with spinal tuberculosis;they can assist healthcare professionals in early identifica-tion of high-risk patients.
3.Application of wearable devices in assessing emotional dynamic factors in adolescents with depressive disorders
Yuanzhen WU ; Jie LUO ; Jia ZHAO ; Guoxuan ZHANG ; Fan HE
Chinese Journal of Psychiatry 2025;58(7):542-548
Objective:To assess the use of R-R interval (RRI) sequence data collected via wearable devices to evaluate emotional dynamic factors in adolescents with depressive disorders, and to analyze their impact on diagnosis and severity assessment.Methods:Clinical data were prospectively collected from 154 adolescent inpatients with depressive disorders (132 females, 22 males; age 12-18, mean: 13.5±1.6 years) treated at the Child Psychiatry Ward of Beijing Anding Hospital, Capital Medical University between January 2023 and January 2024.A control group of 152 healthy adolescents (62 females, 90 males; age 12-18, mean 14.5±1.3 years) was recruited during the same period. RRI data were obtained using the built-in photoplethysmography (PPG) sensor in the HUAWEI Band 7 wearable device. The device′s integrated emotion evaluation system extracted arousal and emotional valence (as indicators of emotional dynamics) from the collected RRIs. A Long Short-Term Memory (LSTM) network was employed to develop a model for depression diagnosis and severity prediction, while a random forest model was applied to generate receiver operating characteristic (ROC) curves to evaluate model performance. Binary Logistic regression was conducted to investigate the influence of arousal and emotional valence on depression diagnosis and severity.Results:A total of 429 records were collected and analyzed from 306 participants. The LSTM-based diagnosis and severity assessment models achieved area under the curve (AUC) of 0.896 9 and 0.715 3, respectively, indicating good model performance. Binary Logistic regression analysis showed that arousal and emotional valence had significant effects on diagnosis and severity. Specially, lower arousal in both the first 4 hours ( β=-8.906, 95%CI:-17.497 to -0.315) and second 4 hours ( β=-3.033, 95%CI:-5.109 to -0.957) significantly predicted positive depression diagnosis ( β=-1.219, 95%CI:-2.205 to -0.233), while emotional valence in the second 4 hours showed a trend toward a positive association ( β=0.675, 95%CI:-0.107-1.457). First 4-hour emotional valence: significantly positive association with severity ( β=0.322, 95%CI: 0.067-0.577), second 4-hour arousal level: negative association with severity ( β=-0.258, 95%CI:-0.527 to 0.011), whereas arousal in the second 4 hours had a marginal negative effect (β=-0.258, 95% CI:-0.527 to 0.011). Conclusion:RRI may serve as a useful auxiliary measure in diagnosing depressive disorders and predicting severity among adolescents. Wearable smart devices offer promising potential for screening emotional dynamic factors related to adolescent depression.
4.Risk factors of unfavorable prognosis for anterior circulation schemic stroke patients with large ischemic core after endovascular treatment
Ling LI ; Yuhui CHEN ; Kunpeng CHEN ; Guoxuan WANG ; Guogeng WU ; Ruoyao CAO ; Yao LU ; Lei ZHANG ; Juan CHEN
Chinese Journal of General Practitioners 2022;21(2):161-168
Objective:To assess the prognostic value of the collateral status and clot burden score based on four-dimensional computed tomography angiography(4D CTA)in anteriorcir culation is chemics troke patients with large ischemic core after endovascular treatment.Methods:Clinical and imaging data of 36 anterior circulation ischemic stroke patients with large infarct core (infarct core≥50.0 ml) after endovascular treatment at our institution from March 2016 to September 2020 were retrospectively reviewed. According to the modified Rankin Scale (mRS) score, patients were divided into the good outcome (mRS score 0-2) and poor outcome (mRS score 3-6) groups. Mann-Whitney U and Fisher tests were used to compare the 4D CTA collateral circulation score, clot burden score, and baseline clinical data between the good and poor outcome groups. Multivariate logistic regression was used to analyze the risk factors associated with the poor outcome (mRS score 3-6) and mortality in patients with large infarct core stroke. Finally, based on the 90-day outcome, a ROC curve was used to obtain the cut-off values for poor prognosis (mRS 3-6) and death, respectively. Results:Ten patients (27.8%) had good outcome and 26 (72.2%) had poor outcome. The patients in the poor outcome group had older median age, higher blood glucose, lower 4D CTA collateral circulation score, lower clot burden score, larger infarct core volume, and higher hemorrhagic transformation and brain hernia (all P<0.05). Multivariate logistic regression showed that the poor collateral circulation score on 4D CTA( OR=0.18, 95% CI: 0.03-0.99, P<0.05)and clot burden score( OR=0.64, 95% CI: 0.44-0.93, P<0.05) were independent predictors of the poor prognosis. The ROC curves revealed that the cut-off value of infarct core for distinguishing between good prognosis and poor prognosis was 63.7 ml, while that for distinguishing between survival and death was 130.3 ml. Conclusions:Endovascular treatment may improve the prognosis of patients with large infarct core of anterior circulation is chemic stroke if the patients have good 4D CTA collateral circulation score and high clot burden score.
5.Clinical outcomes of single-port insufflation endoscopic subcutaneous nipple-sparing mastectomy in early breast cancer
Weihua LIU ; Zihan WANG ; Yiming TIAN ; Shanshan WU ; Guoxuan GAO ; Fang XIE ; Xiang QU ; Jun LIU
International Journal of Surgery 2021;48(3):149-154,F3
Objective:To discuss the oncologic safety, aesthetic outcome, and upper extremity function of single-port insufflation endoscopic nipple-sparing mastectomy (SIE-NSM) in the treatment of early breast cancer.Methods:From January 2014 to August 2019, a total of 80 patients with stage Ⅰ and Ⅱ breast cancer underwent SIE-NSM, at Beijing Friendship Hospital, Capital Medical University were retrospectively analyzed and followed up. Estimated the oncologic safety, aesthetic outcome, and upper extremity function.Results:SIE-NSM was performed successfully on all 80 patients.There was no serious complication after surgery.The follow-up time was 16-82 months and the median follow-up time was 42 months. Local recurrence occurred in two patients, and there was no distant metastases. Four (5%) patients developed grade 1-3 nipple-areola complex ischemia. There were no cases of subcutaneous effusion.The satisfaction with breasts, chest well-being, psychosocial well-being, and sexual well-being scores were confirmed to be highly rated by Breast-Q scale. Upper extremity function score confirmed that good upper limb function was preserved after surgery. The mean length of incision was (3.6±0.8) cm, and the blood loss was (24.7±19.3) mL.Conclusions:SIE-NSM can achieve a higher cosmetic score and a better recovery of upper limb function on the premise of ensuring the safety of the tumor.This novel method is an appropriate surgical option for patients with early breast cancer.
6.Clinical application of single-port inflatable endoscopic nipple sparing mastectomy with immediate reconstruction using prosthesis implantation
Guoxuan GAO ; Zihan WANG ; Weihua LIU ; Fang XIE ; Wei XU ; Tianran GANG ; Shanshan WU ; Xiang QU
Chinese Journal of Surgery 2021;59(2):121-126
Objective:To examine the clinical application value of single-port inflatable endoscopic nipple sparing mastectomy with immediate reconstruction using prosthesis implantation in the treatment of early breast cancer.Methods:From February 2014 to July 2019, the clinic-pathological data of 34 early breast cancer patients received single-port inflatable endoscopic nipple sparing mastectomy with immediate reconstruction using prosthesis implantation at Department of General Surgery, Beijing Friendship Hospital, Capital Medical University were retrospectively analyzed and followed up. All the patients were female, with an age of 46(11) years ( M( Q R)) (range: 26 to 64 years). The radical cure degree of operation, cosmetic effect after operation were evaluated. The satisfaction to operation and personal quality of life after operation was accessed by BREAST-Q scale. Results:All surgical procedures were successfully completed. The operation time was (313.4±11.7) minutes (range: 200 to 485 minutes). The blooding-liquid was (33.8±3.3) ml (range: 10 to 100 ml). There were 5 cases (14.7%) of nipple areola necrosis after operation, of which 1 patient received taking the prosthesis out because of prosthesis exposure. There was no capsular contracture or postoperative bleeding case. The follow-up time was 35(17) months (range: 12 to 77 months), and there was one case suffering local recurrence and metastasis, and another suffering metastasis. The scores of postoperative breast satisfaction, psychosocial status, chest wall status and sexual health were 78.32±2.57 (range: 55 to 100), 89.12±2.30 (range: 82 to 100), 91.47±1.33 (range: 43 to 100), and 78.50±2.68 (range: 39 to 100).Conclusion:Single-port inflatable endoscopic nipple sparing mastectomy with immediate reconstruction using prosthesis implantation in the treatment of early breast cancer can achieve provided curative and cosmetic effect on patients with breast cancer, with good patients′ postoperative quality of life and satisfaction.
7.Clinical application of single-port inflatable endoscopic nipple sparing mastectomy with immediate reconstruction using prosthesis implantation
Guoxuan GAO ; Zihan WANG ; Weihua LIU ; Fang XIE ; Wei XU ; Tianran GANG ; Shanshan WU ; Xiang QU
Chinese Journal of Surgery 2021;59(2):121-126
Objective:To examine the clinical application value of single-port inflatable endoscopic nipple sparing mastectomy with immediate reconstruction using prosthesis implantation in the treatment of early breast cancer.Methods:From February 2014 to July 2019, the clinic-pathological data of 34 early breast cancer patients received single-port inflatable endoscopic nipple sparing mastectomy with immediate reconstruction using prosthesis implantation at Department of General Surgery, Beijing Friendship Hospital, Capital Medical University were retrospectively analyzed and followed up. All the patients were female, with an age of 46(11) years ( M( Q R)) (range: 26 to 64 years). The radical cure degree of operation, cosmetic effect after operation were evaluated. The satisfaction to operation and personal quality of life after operation was accessed by BREAST-Q scale. Results:All surgical procedures were successfully completed. The operation time was (313.4±11.7) minutes (range: 200 to 485 minutes). The blooding-liquid was (33.8±3.3) ml (range: 10 to 100 ml). There were 5 cases (14.7%) of nipple areola necrosis after operation, of which 1 patient received taking the prosthesis out because of prosthesis exposure. There was no capsular contracture or postoperative bleeding case. The follow-up time was 35(17) months (range: 12 to 77 months), and there was one case suffering local recurrence and metastasis, and another suffering metastasis. The scores of postoperative breast satisfaction, psychosocial status, chest wall status and sexual health were 78.32±2.57 (range: 55 to 100), 89.12±2.30 (range: 82 to 100), 91.47±1.33 (range: 43 to 100), and 78.50±2.68 (range: 39 to 100).Conclusion:Single-port inflatable endoscopic nipple sparing mastectomy with immediate reconstruction using prosthesis implantation in the treatment of early breast cancer can achieve provided curative and cosmetic effect on patients with breast cancer, with good patients′ postoperative quality of life and satisfaction.
8.Efficacy and safety of nonablative radiofrequency in facial rejuvenation
Jie YAN ; Guoxuan WU ; Ge ZHANG ; Peiying ZHANG
Journal of Regional Anatomy and Operative Surgery 2017;26(5):366-369
Objective To evaluate the efficacy and safety of nonablative radiofrequency in facial rejuvenation.Methods A total of 198 patients with facial skin relaxing or wrinkles in the 153rd Central Hospital of PLA from July 2010 to March 2015 were treated with nonablative radiofrequency,of which 42 cases were male,156 cases were female,the ages were from 30 to 60 years old,Fitzpatrick skin type was Ⅲ~Ⅳ.The nonablative radiofrequency were performed in all the patients.Output:Monopolar RF 90~110W,Bipolar RF 40~45W,Periorbital RF 40~50W.The total course of treatment had 6 times with a fixed 10-day interval after each therapy.Results In 198 facial skin aging patients,the total effective rate was more than 90%,the half-year effective maintenance rate was more than 70%.Complications included slight oedema and mild erythema that were minor and transitory.Side effects such as post-inflammatory hyperpigmentation,epidermal burns and scar formation were not observed.Conclusion The nonablative radiofrequency is safe and effect on facial rejuvenation with less complications.
9.Laparoscopic breast-conserving surgery combined with radiofrequency ablation to treat the early-stage breast cancer
Huiming ZHANG ; Hairui WU ; Zihan WANG ; Changsheng TENG ; Zhicheng GE ; Zhu YUAN ; Yinguang GAO ; Guoxuan GAO ; Jinfu WANG ; Xiang QU
International Journal of Surgery 2017;44(6):392-396,封3
Objective To analyze the clinical efficacy of the laparoscopic breast-conserving surgery combined with radiofrequency ablation to treat the early-stage breast cancer.Methods We collected 55 patients diagnosed early-stage breast cancer in retrospect,which started from January 2014 to December 2016.Twenty-seven of them were performed the laparoscopic breast-conserving surgery combined with radiofrequency ablation while others went through laparoscopic breast-conserving surgery without radiofrequency ablation.Meanwhile,we adopted the student t-test and the chi-square test to compare results of two groups.More specific,the main indexes of this study are including the post-operative local recurrence,the incidence of fat liquefaction or the incision-infection,operation time,post-operative hospital stay and the hospitalization expense.Results The laparoscopic breast-conserving surgery combined with radiofrequency ablation group had low local-recurrence than the laparoscopic breastconserving surgery group (0 and 7.69%).Additionally,there were no statistical differences between two groups in the incidence of fat liquefaction.However,The laparoscopic breast-conserving surgery combined with radiofrequency ablation group had more hospitalization expense than the laparoscopic breast-conserving surgery group [(4.1 ± 0.7) ten thousand yuan and (2.3 ± 0.6) ten thousand yuan,P < 0.05].Conclusions Although the laparoscopic breast-conserving surgery combined with radiofrequency ablation group remarkably increased the hospitalization expense because of the utility of the radiofrequency ablation related apparatus,it may provide the probability of shaving more residual tumor cell and may low down the recurrence,especially not rising up the incidence of the post-operative fat liquefaction.Therefore,this surgery method might be one of the potential developments in the minimal-invasive of early stage breast cancer.
10.Clinical effects of Er:YAG fractional laser for facial rejuvenation
Jie YAN ; Guoxuan WU ; Ge ZHANG ; Peiying ZHANG
Journal of Regional Anatomy and Operative Surgery 2017;26(4):264-266
Objective To evaluate the clinical effects and safety of Er:YAG fractional laser for facial rejuvenation.Methods Altogether 559 patients aged from 32 to 58 years old with obvious pigmentary lesions and wrinkles in the face were given 2 courses of restoration treatment with the Pixel Er:YAG fractional laser.The patients paid a return visit a month later after the last treatment.With the results of clinical observation and photograph-based comparison,the therapeutic effects were graded by disappearance of pigmentary lesions and elimination of facial wrinkles.Complications such as hyperpigmentation,depigmentation and hyperplastic scar were observed.Results Among the 559 patients, there were 103 cases (18.4%) of slight effect, 378 cases (67.6%) of moderate effect, and 78 cases (14%) of excellent effect,with the total effective rate of 100% and a satisfactory rate of 81.6%.The was no complication such as hyperpigmentation,depigmentation and hyperplastic scar occurred.Effective maintaining rate within 6 months was 67%.Conclusion Er:YAG fractional laser is safe and effective for facial rejuvenation and worthy of promotion.

Result Analysis
Print
Save
E-mail