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.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.
3.Application of Forward Projected Model-Based Iterative Reconstruction Solution in Improving Image Quality of Head and Neck CT Angiography
Guoxuan WANG ; Lei ZHANG ; Ling LI ; Juan CHEN
Chinese Journal of Medical Imaging 2023;31(12):1309-1315
Purpose To explore the application value of forward projected model-based iterative reconstruction solution(FIRST)algorithm improving image quality of 100 kV low-dose head and neck CT angiography(CTA).Materials and Methods A total of 32 patients who underwent head and neck CTA examinations in the Beijing Hospital from September to October 2021 were retrospectively recruited.All patients were divided into three groups based on different reconstruction,including the filtered back projection(FBP)group,the adaptive iterative dose reduction 3D(AIDR 3D)group,and the FIRST group.The average CT value,image noise,signal-to-noise ratio,contrast to noise ratio and other objective indicators of the main blood vessels images(including common carotid artery,vertebral artery,internal carotid artery C1,C4,middle cerebral artery M1,M3 and anterior cerebral artery A1,A3)and background(including muscle,brain tissue)in the head and neck of the three groups were recorded and analyzed,respectively.The subjective imaging evaluation was scored and analyzed.Digital subtraction angiography(DSA)was used as the gold standard to evaluate the detection of vascular stenosis in the head and neck by each reconstruction algorithm.Results Compared with the AIDR 3D group and the FBP group,the FIRST group significantly reduced the image noise of the blood vessels and the background(muscle,brain tissue)(t=-13.19--7.28,all P<0.001).The signal-to-noise ratio and contrast to noise ratio of the FIRST group were significantly higher than those of the FBP group,AIDR 3D group(t=2.17-9.67,all P<0.001).The CT values of FIRST group were significantly higher than those of AIDR 3D group in the common carotid artery,internal carotid artery C1 and C4,middle cerebral artery M1,and anterior cerebral artery A1 segment(t=1.28-3.60,all P<0.05).The CT value of background(muscle,brain tissue)in FIRST group was significantly lower than those in the FBP group and the AIDR 3D group,with statistically significant difference(t=-7.63--4.03,all P<0.001).The images of FIRST group and AIDR 3D group met the diagnostic requirements,and the subjective scores of the two groups were significantly higher than those of the FBP group images(all P<0.05).The imaging scores of FIRST group were significantly higher than those of AIDR 3D group(P<0.05).Compared with DSA,FBP was ineffective for mild and moderate stenosis;FIRST and AIDR 3D algorithms were consistent with DSA.Conclusion Compared with traditional FBP and AIDR 3D reconstruction algorithms,FIRST algorithm can effectively improve the image quality of low-dose head and neck CTA and obtain better image quality and meet the diagnostic performance of head and neck vascular diseases.
4.Value of peripheral blood monocyte subsets and CD64 expression in the diagnosis and prognosis of sepsis
Guosheng CHEN ; Dalin WEN ; Huimin CHONG ; Peng ZHANG ; Juan DU ; Guoxuan PENG ; Yuanmi HE ; Kejun ZHANG ; Anqiang ZHANG ; Jin DENG
Chinese Critical Care Medicine 2022;34(9):921-926
Objective:To explore the value of monocyte subsets and CD64 expression in the diagnosis and prognosis of sepsis.Methods:A prospective case-control study was designed. 30 septic patients and 30 non-septic patients who were admitted to the intensive care unit (ICU) of the PLA Army Characteristic Medical Center from March 2021 to March 2022 were enrolled. After 1, 3, and 5 days of ICU admission, peripheral blood samples were taken from patients. Flow cytometry was used to detect the proportion of monocyte subsets and the expression level of CD64 on the surface, and the difference of expression between patients in two group was analyzed. The risk variables for sepsis were analyzed using single-factor and multi-factor Logistic regression. The diagnostic efficacy of each risk factor for sepsis was determined using the receiver operator characteristic curve (ROC curve).Results:One day after ICU admission, the proportions of monocytes and classic monocytes in white blood cells (WBC) of septic patients were significantly lower than those of non-septic patients [proportion of monocytes to WBC: (4.13±2.03)% vs. (6.53±3.90)%, proportion of classic monocytes to WBC: 1.97 (1.43, 2.83)% vs. 3.37 (1.71, 5.98)%, both P < 0.05]. The proportion of non-classical monocytes in monocytes was significantly higher in septic patients than that in non-septic patients [(11.42±9.19)% vs. (6.57±4.23)%, P < 0.05]. The levels of CD64 expression in monocytes, classic monocytes, intermediate monocytes and non-classic monocytes were significantly higher in sepsis patients than those in non-septic patients [mean fluorescence intensity (MFI): 13.10±6.01 vs. 9.84±2.83 for monocytes, 13.58±5.98 vs. 10.03±2.84 for classic monocytes, 13.48±6.35 vs. 10.22±2.99 for intermediate monocytes, 8.21±5.52 vs. 5.79±2.67 for non-classic monocytes, all P < 0.05]. Multivariate Logistic regression research showed that CD64 in typical monocytes [odds ratio ( OR) = 1.299, 95% confidence interval (95% CI) was 1.027-1.471, P = 0.025] and the proportion of non-typical monocytes in monocytes ( OR = 1.348, 95% CI was 1.034-1.758, P = 0.027) were the independent risk factors for sepsis. ROC curve showed that the area under the ROC curve (AUC) of CD64 expression of classical monocytes, the fraction of non-classical monocytes in monocytes, and procalcitonin (PCT) in the diagnosis of sepsis was 0.871. A correlation analysis revealed a negative relationship between the acute physiology and chronic health status evaluation Ⅱ (APACHE Ⅱ) on the first, third, and fifth days following ICU admission and the expression level of CD64 in patients' classic monocytes ( r values were -0.264, -0.428 and -0.368, respectively, all P < 0.05). Conclusions:Combining the proportion of non-classical monocytes in monocytes, the level of plasma PCT, and the CD64 expression of classic monocytes in peripheral blood has good efficacy in identifying sepsis and assessing its severity.
5.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.
6. Clinical observation of radiofrequency ablation in breast-conserving surgery after neoadjuvant chemotherapy
Daqing ZHANG ; Huiming ZHANG ; Zhicheng GE ; Zihan WANG ; Yinguang GAO ; Guoxuan GAO ; Hui WANG ; Zhu YUAN ; Zhongtao ZHANG ; Xiang QU
International Journal of Surgery 2020;47(1):31-35
Objective:
To evaluate the efficacy of radiofrequency ablation in breast-conserving surgery followed neoadjuvant chemotherapy.
Methods:
Retrospective analysis of 30 cases of breast cancer patients admitted to Beijing Friendship Hospital, Capital Medical University from April 2015 to September 2018. The average age was 54.3 years and the range was 28 to 70 years. For breast invasive ductal cancer, patients underwent breast-conserving surgery after neoadjuvant chemotherapy, and then received radiofrequency ablation. The clinical and pathological characteristics, postoperative complications, recurrence and metastasis, and cosmetic effects were observed.
Results:
All 30 patients with breast-conserving surgery successfully completed radiofrequency ablation. The average outpatient follow-up was 22.5 months, ranging from 2 to 43 months, without local recurrence or metastasis; skin burns occurred in 2 cases (6.67%), and solid nodules formed in situ in 6 cases (20.00%); cosmetic satisfaction rate was 86.67% (26/30).
Conclusions
The radiofrequency ablation techniques applied in breast-conserving surgery have a high rate of technical success with relative low complication rates. And the radiofrequency ablation techniques may improve the cosmetic results after breast-conserving surgery and enhance local control.
7.Application analysis of radiofrequency ablation in breast conserving surgery with breast carcinoma
Daqing ZHANG ; Huiming ZHANG ; Zhicheng GE ; Zihan WANG ; Yinguang GAO ; Guoxuan GAO ; Zhu YUAN ; Xiang QU ; Zhongtao ZHANG
International Journal of Surgery 2020;47(5):326-328
Objective:To explore the application of radiofrequency ablation in breast conserving surgery with breast carcinoma.Methods:With retrospective research methods, a total of 230 patients who were treated with radiofrequency ablation after breast conserving surgery in Beijing Friendship Hospital, Capital Medical University from January 2016 to September 2018 were selected, patients were all females, the median age was 56 yecers, ranged from 27 to 91 years, and the postoperative efficacy, patients′ satisfaction with their appearance and complications were outpatient follow-up.Results:Follow-up for 18 months showed that 2 (0.87%) patients had postoperative recurrence and metastasis, 217 (94.35%) patients were satisfied with the postoperative breast appearance, and 8 patients (3.48%) had skin burns and in- situ sclerosing. Conclusions:Radiofrequency ablation is used in breast conserving surgery, which is simple to operate and has a low incidence of complications. It can strengthen local tumor control and improve the cosmetic effect of breast after conserving surgery, worthy of clinical promotion.
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.

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