1.Recognition of breath odor map of benign and malignant pulmonary nodules and Traditional Chinese Medicine syndrome elements based on electronic nose combined with machine learning: An observational study in a single center
Shiyan TAN ; Qiong ZENG ; Hongxia XIANG ; Qian WANG ; Xi FU ; Jiawei HE ; Liting YOU ; Qiong MA ; Fengming YOU ; Yifeng REN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(02):185-193
Objective To explore the recognition capabilities of electronic nose combined with machine learning in identifying the breath odor map of benign and malignant pulmonary nodules and Traditional Chinese Medicine (TCM) syndrome elements. Methods The study design was a single-center observational study. General data and four diagnostic information were collected from 108 patients with pulmonary nodules admitted to the Department of Cardiothoracic Surgery of Hospital of Chengdu University of TCM from April 2023 to March 2024. The patients' TCM disease location and nature distribution characteristics were analyzed using the syndrome differentiation method. The Cyranose 320 electronic nose was used to collect the odor profiles of oral exhalation, and five machine learning algorithms including random forest (RF), K-nearest neighbor (KNN), logistic regression (LR), support vector machine (SVM), and eXtreme gradient boosting (XGBoost) were employed to identify the exhaled breath profiles of benign and malignant pulmonary nodules and different TCM syndromes. Results (1) The common disease locations in pulmonary nodules were ranked in descending order as liver, lung, and kidney; the common disease natures were ranked in descending order as Yin deficiency, phlegm, dampness, Qi stagnation, and blood deficiency. (2) The electronic nose combined with the RF algorithm had the best efficacy in identifying the exhaled breath profiles of benign and malignant pulmonary nodules, with an AUC of 0.91, accuracy of 86.36%, specificity of 75.00%, and sensitivity of 92.85%. (3) The electronic nose combined with RF, LR, or XGBoost algorithms could effectively identify the different TCM disease locations and natures of pulmonary nodules, with classification accuracy, specificity, and sensitivity generally exceeding 80.00%.Conclusion Electronic nose combined with machine learning not only has the potential capabilities to differentiate the benign and malignant pulmonary nodules, but also provides new technologies and methods for the objective diagnosis of TCM syndromes in pulmonary nodules.
2.Effects of plasma exchange followed by double plasma molecular adsorption system on cytokines in patients with hepatitis B virus-related acute-on-chronic liver failure
Le ZHANG ; Kaiyi ZHANG ; Yushan LI ; Jiawei XIA ; Hanzhang SHEN ; Xiang LI
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2025;32(2):196-200
Objective To explore the significance of immunotherapy for patients with hepatitis B virus-related acute-on-chronic liver failure(HBV-ACLF)using plasma exchange(PE)followed by double plasma molecular adsorption system(DPMAS),as well as its impact on prognosis.Methods Patients who were admitted to the Third People's Hospital of Kunming from June 2019 to June 2023 and met the early and mid-stage diagnostic criteria for HBV-ACLF were selected as the research subjects,with a total of 120 cases.After admission,the patients were divided into the PE+DPMAS group(PD group,63 cases)and the PE group(57 cases)based on different treatment plans.The changes in liver function,coagulation function,cytokines,and model for end-stage liver disease(MELD)scores after treatment,as well as the clinical improvement rates,were observed in both groups.Results ① After treatment,the levels of serum total bilirubin(TBil)in the PD group were significantly lower than those in the PE group(μmol/L:163.4±53.3 vs.226.1±72.5,P<0.05),and the prothrombin activity(PTA)was significantly increased[(51.5±9.2)%vs.(41.1±7.7)%,P<0.05].②After treatment,the levels of interleukins(IL-2,IL-6,IL-8)and tumor necrosis factor-α(TNF-α)in both groups decreased compared to before treatment at 1,2,and 4 weeks,reaching the lowest levels at 4 weeks,the levels of IL-2,IL-6,IL-8,and TNF-α in the PD group were lower than those in the PE group[IL-2(ng/L):1.83(1.75)vs.2.04(1.85),IL-6(ng/L):11.31(5.07)vs.18.18(9.05),IL-8(ng/L):21.14(8.35)vs.29.09(12.41),TNF-α(ng/L):9.16(5.10)vs.14.12(7.27)].The levels of IL-10 decreased at 1 week and 2 weeks after treatment.In the PD group,IL-10 increased at 4 weeks after treatment.The differences compared to the baseline levels before treatment were statistically significant(P<0.05).At 4 weeks after treatment,the level of IL-10 in the PD group was significantly higher than that in the PE group[ng/L:24.72(11.56)vs.19.03(10.04),P<0.05].③ The clinical improvement rates in the PD group were significantly higher than those in the PE group at 2 weeks and 4 weeks after treatment[2 weeks after treatment:65.08%(41/63)vs.40.35%(23/57);4 weeks after treatment:84.13%(53/63)vs.54.39%(31/57),both P<0.05].④After 4 weeks of treatment,the MELD scores in both groups decreased significantly.Compared with the PE group,the MELD score in the PD group was significantly lower(14.87±3.45 vs.19.68±4.63,P<0.05).Conclusion Compared with PE alone,PE+DPMAS treatment for early and mid-stage ACLF patients can more effectively clear the large amount of inflammatory mediators released in the body,better regulate the balance between pro-inflammatory and anti-inflammatory cytokines in the patient's serum,thereby preventing or delaying the formation of systemic inflammatory response syndrome(SIRS)and multiple organ dysfunction syndrome(MODS).The clinical therapeutic effect is better,with a higher improvement rate,achieving the goal of reducing liver damage,improving patient survival rate,and thus improving prognosis.
3.Establishment of visualized LAMP assay targeting rcsA gene for rapid detection of Klebsiella pneumoniae
Yushan CHEN ; Qian HU ; Lin XIANG ; Jia YAN ; Jiawei LIU ; Qiguang LI ; Linhai LI ; Lingqing XU
Chinese Journal of Nosocomiology 2025;35(10):1450-1454
OBJECTIVE To establish a visualized loop-mediated isothermal amplification(LAMP)for rapid detec-tion of Klebsiella pneumoniae and evaluate the sensitivity and specificity of the detection method.METHODS To-tally4 specific LAMP primers were designed by targeting to rcsA gene of the K.pneumoniae.The reaction condi-tions(temperature,time)and the parameters of the reaction system were optimized,the reaction was made visu-alized by using chimeric fluorescent dye SYBR Green Ⅰ.The optimal reactions conditions and reaction systems were determined based on the results of visualization and agarose gel electrophoresis.The optimized conditions and systems were used to test the sensitivity by diluting DNA template on a 10-fold gradient,meanwhile,the specifici-ty of the method was evaluated by detecting K.pneumoniae and other ten species of common bacteria and fungi.RESULTS The optimal reaction temperature was 63 ℃ after the optimization,with the reaction time 35 min;the concentration of buffer solution in the reaction system was determined as 0.8×,with the concentration of magne-sium ion 8 mmol/L,the concentration of dNTPs 1.4 mmol/L,the ratio of internal to external primers 6∶1,the concentration of Bst DNA polymerase 0.32 U/μl,the concentration of betaine 0.75 mmol/L.For the test of sensi-tivity,the method could detect the template with the concentration of 1.5 ng/μl.For the test of specificity,only the detection of K.pneumoniae could display positive visualized result and positive electrophoretic band.CONCLUSIONS The visualized LAMP with high specificity and sensitivity for rapid detection of K.pneumoniae is successfully established,facilitating the observation of the detection result without the use of precise instruments.It is suitable for the detection in grass-root laboratories after successful preliminary application in clinical detection.
4.Effects of plasma exchange followed by double plasma molecular adsorption system on cytokines in patients with hepatitis B virus-related acute-on-chronic liver failure
Le ZHANG ; Kaiyi ZHANG ; Yushan LI ; Jiawei XIA ; Hanzhang SHEN ; Xiang LI
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2025;32(2):196-200
Objective To explore the significance of immunotherapy for patients with hepatitis B virus-related acute-on-chronic liver failure(HBV-ACLF)using plasma exchange(PE)followed by double plasma molecular adsorption system(DPMAS),as well as its impact on prognosis.Methods Patients who were admitted to the Third People's Hospital of Kunming from June 2019 to June 2023 and met the early and mid-stage diagnostic criteria for HBV-ACLF were selected as the research subjects,with a total of 120 cases.After admission,the patients were divided into the PE+DPMAS group(PD group,63 cases)and the PE group(57 cases)based on different treatment plans.The changes in liver function,coagulation function,cytokines,and model for end-stage liver disease(MELD)scores after treatment,as well as the clinical improvement rates,were observed in both groups.Results ① After treatment,the levels of serum total bilirubin(TBil)in the PD group were significantly lower than those in the PE group(μmol/L:163.4±53.3 vs.226.1±72.5,P<0.05),and the prothrombin activity(PTA)was significantly increased[(51.5±9.2)%vs.(41.1±7.7)%,P<0.05].②After treatment,the levels of interleukins(IL-2,IL-6,IL-8)and tumor necrosis factor-α(TNF-α)in both groups decreased compared to before treatment at 1,2,and 4 weeks,reaching the lowest levels at 4 weeks,the levels of IL-2,IL-6,IL-8,and TNF-α in the PD group were lower than those in the PE group[IL-2(ng/L):1.83(1.75)vs.2.04(1.85),IL-6(ng/L):11.31(5.07)vs.18.18(9.05),IL-8(ng/L):21.14(8.35)vs.29.09(12.41),TNF-α(ng/L):9.16(5.10)vs.14.12(7.27)].The levels of IL-10 decreased at 1 week and 2 weeks after treatment.In the PD group,IL-10 increased at 4 weeks after treatment.The differences compared to the baseline levels before treatment were statistically significant(P<0.05).At 4 weeks after treatment,the level of IL-10 in the PD group was significantly higher than that in the PE group[ng/L:24.72(11.56)vs.19.03(10.04),P<0.05].③ The clinical improvement rates in the PD group were significantly higher than those in the PE group at 2 weeks and 4 weeks after treatment[2 weeks after treatment:65.08%(41/63)vs.40.35%(23/57);4 weeks after treatment:84.13%(53/63)vs.54.39%(31/57),both P<0.05].④After 4 weeks of treatment,the MELD scores in both groups decreased significantly.Compared with the PE group,the MELD score in the PD group was significantly lower(14.87±3.45 vs.19.68±4.63,P<0.05).Conclusion Compared with PE alone,PE+DPMAS treatment for early and mid-stage ACLF patients can more effectively clear the large amount of inflammatory mediators released in the body,better regulate the balance between pro-inflammatory and anti-inflammatory cytokines in the patient's serum,thereby preventing or delaying the formation of systemic inflammatory response syndrome(SIRS)and multiple organ dysfunction syndrome(MODS).The clinical therapeutic effect is better,with a higher improvement rate,achieving the goal of reducing liver damage,improving patient survival rate,and thus improving prognosis.
5.Establishment of visualized LAMP assay targeting rcsA gene for rapid detection of Klebsiella pneumoniae
Yushan CHEN ; Qian HU ; Lin XIANG ; Jia YAN ; Jiawei LIU ; Qiguang LI ; Linhai LI ; Lingqing XU
Chinese Journal of Nosocomiology 2025;35(10):1450-1454
OBJECTIVE To establish a visualized loop-mediated isothermal amplification(LAMP)for rapid detec-tion of Klebsiella pneumoniae and evaluate the sensitivity and specificity of the detection method.METHODS To-tally4 specific LAMP primers were designed by targeting to rcsA gene of the K.pneumoniae.The reaction condi-tions(temperature,time)and the parameters of the reaction system were optimized,the reaction was made visu-alized by using chimeric fluorescent dye SYBR Green Ⅰ.The optimal reactions conditions and reaction systems were determined based on the results of visualization and agarose gel electrophoresis.The optimized conditions and systems were used to test the sensitivity by diluting DNA template on a 10-fold gradient,meanwhile,the specifici-ty of the method was evaluated by detecting K.pneumoniae and other ten species of common bacteria and fungi.RESULTS The optimal reaction temperature was 63 ℃ after the optimization,with the reaction time 35 min;the concentration of buffer solution in the reaction system was determined as 0.8×,with the concentration of magne-sium ion 8 mmol/L,the concentration of dNTPs 1.4 mmol/L,the ratio of internal to external primers 6∶1,the concentration of Bst DNA polymerase 0.32 U/μl,the concentration of betaine 0.75 mmol/L.For the test of sensi-tivity,the method could detect the template with the concentration of 1.5 ng/μl.For the test of specificity,only the detection of K.pneumoniae could display positive visualized result and positive electrophoretic band.CONCLUSIONS The visualized LAMP with high specificity and sensitivity for rapid detection of K.pneumoniae is successfully established,facilitating the observation of the detection result without the use of precise instruments.It is suitable for the detection in grass-root laboratories after successful preliminary application in clinical detection.
6.Efficacy and safety of microneedle injection of extracellular vesicles from mesenchymal stem cells in treatment of melasma
Liping YI ; Yue MAI ; Min YIN ; Shanshan WU ; Jiawei HE ; Miaomiao LI ; Lei YI ; Shuaihua LI ; Huan ZHOU ; Peihui LI ; Shan YIN ; Qilei HE ; Jia ZHOU ; Changqing YAN ; Xiang LIU
Chinese Journal of Medical Aesthetics and Cosmetology 2024;30(6):536-540
Objective:To explore the effect and safety of mesenchymal stem cell exosome microneedle introduction in the treatment of melasma.Methods:Thirty cases of female patients with stable melasma in the Department of Dermatology, Changsha Meilai Medical Beauty Hospital, aged (36±5) years and with a disease duration of (42.4±20.7) months, from July 2021 to July 2022, were retrospectively included. According to Fitzpatrick skin typing, 23 cases of type Ⅲ and 7 cases of type Ⅳ were included. All patients were locally anesthetized with lidocaine cream for 30 min, and rolled with a 0.5 mm needle in a zigzag pattern with even force, in the order of the right cheek, the left cheek, the forehead, the nose, the mandible, and the upper lip. During the rolling process, 3 ml of MSC exosome medical liquid wound dressing was applied to the facial skin, and after it was fully absorbed, exosome was locally readministered in the area of melasma. Treatment ended with a slight redness at the site of application. 1 MSC exosome wound dressing was appllied as a cold compress for 15 min after treatment. Treatment was given once every 2 weeks for 6 consecutive sessions. All the patients were followed up at 4 and 12 weeks after the last session, and the area and severity index of melasma (MASI) were scored before and after the treatment, the clinical efficiency and patient satisfaction rate and the incidence of adverse reactions were also counted.Results:At 4 and 12 weeks after the end of treatment, the skin color of all 30 patients was brighter than that before treatment, and no recurrence of melasma symptoms seen. At 12 weeks after the end of treatment, the decrease rate of MASI score was 66.1%, among which the decrease rate of MASI score in patients with type Ⅲ melasma was 63.9%, and the decrease rate of MASI score in patients with type Ⅳ melasma was 63.9%. Among the 30 patients, 1 case was cured, 25 cases showed obvious improved, 4 cases were improved, and no cases were ineffective, with an effective rate of 86.7% (26/30). Five patients were very satisfied, 18 patients were satisfied, 6 patients were generally satisfied, and 1 patient was dissatisfied; the patient satisfaction rate was 76.7% (23/30). No serious adverse reactions occurred in all patients.Conclusions:MSC exosome microneedle introduction is safe and effective in the treatment of melasma without serious adverse reactions.
7.Research on the protective effect of hearing protective device for workers exposed to noise in a motor manufacturing enterprise
Xi ZHONG ; Shaojie FU ; Jiawei ZHU ; Xiang LI ; Bin SHI ; Shibiao SU
Chinese Journal of Industrial Hygiene and Occupational Diseases 2023;41(11):814-818
Objective:To understand the current situation of noise hazard in a motor manufacturing enterprise, and to explore the protective effect of workers wearing hearing protective device and its possible influencing factors.Methods:In November 2021, a total of 179 noise workers wearing hearing protective devices in a motor manufacturing company in a city were selected as research objects. Personal attenuation rating (PAR) of workers wearing hearing protective devices was measured. Baseline PAR was analyzed for different subgroups of basic demographic information, noise exposure, and the use of hearing protective devices to evaluate the effect of the intervention. Baseline PAR was compared using nonparametric tests.Results:There were 179 workers from 35 positions in 4 types of work, and the over-standard noise rate was 51.2% (42/82), among which the noise exposure intensity of motor equipment debugging workers was the highest [94.4 dB (A) ]. Compared the baseline PAR of different characteristics, it was found that the baseline PAR of male workers, workers whose daily noise exposure time were <8 h, workers who had used the hearing protective devices for 10 to 14 years, and workers who thought the hearing protective devices were comfortable were all higher, and the differences were statistically significant ( P<0.05). Baseline PAR passing rate was 43.0% (77/179), and PAR of 102 workers who did not pass baseline test increased from 0 (0, 3) dB before intervention to 14 (12, 16) dB after intervention, with statistical significance ( P<0.05) . Conclusion:The noise hazard in this motor manufacturing enterprise is serious, and the protective effect of workers wearing hearing protective devices is not good. Gender, daily noise exposure time, years and comfort of wearing hearing protective device are the possible influencing factors of poor protective effect.
8.Research on the protective effect of hearing protective device for workers exposed to noise in a motor manufacturing enterprise
Xi ZHONG ; Shaojie FU ; Jiawei ZHU ; Xiang LI ; Bin SHI ; Shibiao SU
Chinese Journal of Industrial Hygiene and Occupational Diseases 2023;41(11):814-818
Objective:To understand the current situation of noise hazard in a motor manufacturing enterprise, and to explore the protective effect of workers wearing hearing protective device and its possible influencing factors.Methods:In November 2021, a total of 179 noise workers wearing hearing protective devices in a motor manufacturing company in a city were selected as research objects. Personal attenuation rating (PAR) of workers wearing hearing protective devices was measured. Baseline PAR was analyzed for different subgroups of basic demographic information, noise exposure, and the use of hearing protective devices to evaluate the effect of the intervention. Baseline PAR was compared using nonparametric tests.Results:There were 179 workers from 35 positions in 4 types of work, and the over-standard noise rate was 51.2% (42/82), among which the noise exposure intensity of motor equipment debugging workers was the highest [94.4 dB (A) ]. Compared the baseline PAR of different characteristics, it was found that the baseline PAR of male workers, workers whose daily noise exposure time were <8 h, workers who had used the hearing protective devices for 10 to 14 years, and workers who thought the hearing protective devices were comfortable were all higher, and the differences were statistically significant ( P<0.05). Baseline PAR passing rate was 43.0% (77/179), and PAR of 102 workers who did not pass baseline test increased from 0 (0, 3) dB before intervention to 14 (12, 16) dB after intervention, with statistical significance ( P<0.05) . Conclusion:The noise hazard in this motor manufacturing enterprise is serious, and the protective effect of workers wearing hearing protective devices is not good. Gender, daily noise exposure time, years and comfort of wearing hearing protective device are the possible influencing factors of poor protective effect.
9.Correlation between children and adolescents physical activity and socioeconomic status in China
CHEN Jun, YUAN Yong, YIN Xiaojian, WU Huipan, HOU Yuxin, ZHANG Xiang, LI Jiawei, KANG Xuye
Chinese Journal of School Health 2022;43(4):491-496
Objective:
To understand the correlation between physical activity (PA) and socioeconomic status (SES) among Chinese children and adolescents, and to provide theoretical basis for physical activity promotion for Chinese children and adolescents.
Methods:
By using stratified random cluster sampling, a total of 4 269 children and adolescents aged 7 to 18 were selected from six cities in China from September to December 2018. Physical Activity Level Evaluation Questionnaire of Chinese Children and Adolescents Aged 7 to 18 was used to investigate PA and SES, and the height and weight were measured.
Methods:
In terms of different intensity of PA, the time spent on light intensity physical activity(LPA), moderate intensity physical activity(MPA), moderate to vigorous physical activity(MVPA)and total physical activity(TPA) in low SES group was 28.5(6.9,57.1) min/d, 46.2 (25.7,79.2) min/d, 61.4(34.3,101.9) min/d and 102.9(65.0,145.8)min/d respectively, which was higher than that in middle SES groups [ 21.4 (4.3,50.7), 37.1(18.6,65.7), 50.3(27.1,86.8), 85.7(49.3,127.1) min/d] and high SES groups [24.3( 5.0 ,54.3), 40.0(21.4,69.1), 54.3(32.9,91.4), 89.6(55.7,132.9) min/d]( P <0.01). In terms of different types of PA, the traffic PA [40.0(15.0,68.6) min/d] and entertainment PA[4.3(0,17.1)min/d] accounted the highest proportion in low SES group,while sports PA [36.4(20.7,60.7) min/d] accounted the highest proportion in high SES group( P <0.01).The compliance rates of MVPA in low, middle and high SES groups were 51.1%, 42.5% and 45.2%, respectively, and the differences were statistically significant ( χ 2= 22.02 , P <0.05). After controlling for confounding factors, the detection rate of MVPA in the low SES group was 1.24 times higher than that in the high SES group ( P <0.01).
Conclusion
The MVPA and TPA time of children and adolescents with middle SES group were the lowest. Physical activities spent on traffic and entertainment account highest in low SES group, while physical activities spent on sports account highest in high SES group.
10.Physical activity of Chinese children and adolescents:age, gender and regional characteristics
WU Huipan, ZHANG Ming, YIN Xiaojian, LI Jiawei, DENG Ting, ZHANG Xiang, WANG Jinxian, KANG Xuye
Chinese Journal of School Health 2022;43(4):497-501
Objective:
To explore age, gender, and regional differences in physical activity among children and adolescents in China, and to provide a scientific reference for enhancing physical activity promotion.
Methods:
A total of 4 269 children and adolescents aged 7 to 18 years were selected from six administrative regions of China (East China, Northwest China, North China, Central China, Southwest China and South China) using a stratified random cluster sampling method from September to December 2018. A questionnaire was administered to evaluate the physical activity level of Chinese children and adolescents aged 7 to 18.
Results:
The overall detection rate of MVPA insufficiency in children and adolescents in China was 53.8%, of which the detection rate of MVPA insufficiency was 50.8% among boys and 57.1% among girls. Gender differences were statistically significant ( χ 2= 17.10 , P <0.05). Among the different age groups, the lowest detection rate of MVPA among 10-12 year olds was 43.6%, whereas the highest rate among 16-18 year olds was 63.0%, with significant differences between gender ( χ 2=4.33, 30.79, P <0.05). The P 50 values of total physical activity(TPA), light intensity physical activity(LPA), moderate intensity physical activity(MPA), vigorous intensity physical activity(VPA), moderate to vigorous physical activity(MVPA) were 92.9,24.3,41.4,7.1 and 55.7 min/d , respectively. The P 50 values of physical exercise, housework activities, entertainment activities and transportation activities were 34.3 , 2.1, 2.3 and 30.0 min/d, respectively, and the difference in age groups was statistically significant( H =95.03, 74.99, 300.26 , 64.16, P <0.05). There was a statistically significant difference in the detection rate of insufficient MVPA among children and adolescents in different regions ( χ 2=83.91, P <0.05). The lowest rate was 44.0% in North China, and the highest was 65.9% in East China.
Conclusion
The detection rate of MVPA insufficiency among Chinese children and adolescents firstly decreased and then increased with age. Boys participated in higher levels of physical activity than girls.


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