1.Constitution identification model in traditional Chinese medicine based on multiple features
Anying XU ; Tianshu WANG ; Tao YANG ; Xiao HAN ; Xiaoyu ZHANG ; Ziyan WANG ; Qi ZHANG ; Xiao LI ; Hongcai SHANG ; Kongfa HU
Digital Chinese Medicine 2024;7(2):108-119
Objective To construct a precise model for identifying traditional Chinese medicine(TCM)constitutions,thereby offering optimized guidance for clinical diagnosis and treatment plan-ning,and ultimately enhancing medical efficiency and treatment outcomes. Methods First,TCM full-body inspection data acquisition equipment was employed to col-lect full-body standing images of healthy people,from which the constitutions were labelled and defined in accordance with the Constitution in Chinese Medicine Questionnaire(CCMQ),and a dataset encompassing labelled constitutions was constructed.Second,heat-suppres-sion valve(HSV)color space and improved local binary patterns(LBP)algorithm were lever-aged for the extraction of features such as facial complexion and body shape.In addition,a dual-branch deep network was employed to collect deep features from the full-body standing images.Last,the random forest(RF)algorithm was utilized to learn the extracted multifea-tures,which were subsequently employed to establish a TCM constitution identification mod-el.Accuracy,precision,and F1 score were the three measures selected to assess the perfor-mance of the model. Results It was found that the accuracy,precision,and F1 score of the proposed model based on multifeatures for identifying TCM constitutions were 0.842,0.868,and 0.790,respectively.In comparison with the identification models that encompass a single feature,either a single facial complexion feature,a body shape feature,or deep features,the accuracy of the model that incorporating all the aforementioned features was elevated by 0.105,0.105,and 0.079,the precision increased by 0.164,0.164,and 0.211,and the F1 score rose by 0.071,0.071,and 0.084,respectively. Conclusion The research findings affirmed the viability of the proposed model,which incor-porated multifeatures,including the facial complexion feature,the body shape feature,and the deep feature.In addition,by employing the proposed model,the objectification and intel-ligence of identifying constitutions in TCM practices could be optimized.
2.The Association between Educational Attainment and the Risk of Nonalcoholic Fatty Liver Disease among Chinese Adults: Findings from the REACTION Study
Yuanyue ZHU ; Long WANG ; Lin LIN ; Yanan HUO ; Qin WAN ; Yingfen QIN ; Ruying HU ; Lixin SHI ; Qing SU ; Xuefeng YU ; Li YAN ; Guijun QIN ; Xulei TANG ; Gang CHEN ; Shuangyuan WANG ; Hong LIN ; Xueyan WU ; Chunyan HU ; Mian LI ; Min XU ; Yu XU ; Tiange WANG ; Zhiyun ZHAO ; Zhengnan GAO ; Guixia WANG ; Feixia SHEN ; Xuejiang GU ; Zuojie LUO ; Li CHEN ; Qiang LI ; Zhen YE ; Yinfei ZHANG ; Chao LIU ; Youmin WANG ; Shengli WU ; Tao YANG ; Huacong DENG ; Lulu CHEN ; Tianshu ZENG ; Jiajun ZHAO ; Yiming MU ; Weiqing WANG ; Guang NING ; Yufang BI ; Yuhong CHEN ; Jieli LU
Gut and Liver 2024;18(4):719-728
Background/Aims:
Low educational attainment is a well-established risk factor for nonalcoholic fatty liver disease (NAFLD) in developed areas. However, the association between educational attainment and the risk of NAFLD is less clear in China.
Methods:
A cross-sectional study including over 200,000 Chinese adults across mainland China was conducted. Information on education level and lifestyle factors were obtained through standard questionnaires, while NAFLD and advanced fibrosis were diagnosed using validated formulas. Outcomes included the risk of NAFLD in the general population and high probability of fibrosis among patients with NAFLD. Logistic regression analysis was employed to estimate the risk of NAFLD and fibrosis across education levels. A causal mediation model was used to explore the potential mediators.
Results:
Comparing with those receiving primary school education, the multi-adjusted odds ratios (95% confidence intervals) for NAFLD were 1.28 (1.16 to 1.41) for men and 0.94 (0.89 to 0.99) for women with college education after accounting for body mass index. When considering waist circumference, the odds ratios (95% CIs) were 0.94 (0.86 to 1.04) for men and 0.88 (0.80 to 0.97) for women, respectively. The proportions mediated by general and central obesity were 51.00% and 68.04% for men, while for women the proportions were 48.58% and 32.58%, respectively. Furthermore, NAFLD patients with lower educational attainment showed an incremental increased risk of advanced fibrosis in both genders.
Conclusions
In China, a low education level was associated with a higher risk of prevalent NAFLD in women, as well as high probability of fibrosis in both genders.
3.Corrigendum to: The Association between Educational Attainment and the Risk of Nonalcoholic Fatty Liver Disease among Chinese Adults: Findings from the REACTION Study
Yuanyue ZHU ; Long WANG ; Lin LIN ; Yanan HUO ; Qin WAN ; Yingfen QIN ; Ruying HU ; Lixin SHI ; Qing SU ; Xuefeng YU ; Li YAN ; Guijun QIN ; Xulei TANG ; Gang CHEN ; Shuangyuan WANG ; Hong LIN ; Xueyan WU ; Chunyan HU ; Mian LI ; Min XU ; Yu XU ; Tiange WANG ; Zhiyun ZHAO ; Zhengnan GAO ; Guixia WANG ; Feixia SHEN ; Xuejiang GU ; Zuojie LUO ; Li CHEN ; Qiang LI ; Zhen YE ; Yinfei ZHANG ; Chao LIU ; Youmin WANG ; Shengli WU ; Tao YANG ; Huacong DENG ; Lulu CHEN ; Tianshu ZENG ; Jiajun ZHAO ; Yiming MU ; Weiqing WANG ; Guang NING ; Yufang BI ; Yuhong CHEN ; Jieli LU
Gut and Liver 2024;18(5):926-927
4.Study on the correlation between color and inner quality during the processing of Prunus mume carbon and its processing end point
Linlin YANG ; Jieping XIN ; Qian LI ; Haixia ZHANG ; Jinyi AN ; Siyu CHEN ; Chunlan FENG ; Tianshu WANG ; Xinfang XU ; Xiangri LI
China Pharmacy 2023;34(3):289-293
OBJECTIVE To study the correlation between color and inner quality during the processing of Prunus mume carbon, and provide reference for the determination of processing end point of P. mume carbon. METHODS The chromaticity value of P. mume carbon powder was measured by colorimeter, and the inner quality of P. mume carbon was measured by selecting the contents of water, water-soluble extract, citric acid and tannin. The dynamic change trend of the chromaticity value, water, water- soluble extract, the contents of citric acid and tannin in P. mume carbon under different processing time was analyzed. The correlation between color and the above indexe contents was analyzed, and the regression equation of inner quality-chromaticity value was established. Combined with principal component analysis (PCA), hierarchical cluster analysis (CA) and partial least squares discriminant analysis (PLS-DA), the difference of P. mume carbon at different processing times was analyzed to determine the processing end point. RESULTS With the extension of processing time, the sample color gradually deepened; the chromaticity values L* and E* of the samples increased at first and then decreased, the chromaticity values a* and b* decreased, and finally all tended to be stable. The content of water-soluble extract, citric acid and tannin in the sample increased at first and then decreased, the water content of the sample decreased with time and finally stabilized. Correlation analysis showed that water, water-soluble extract, citric acid and tannin were positively correlated with L*, a*, b* and E*(P<0.001). PCA and HCA showed that P. mume carbon under different processing time could be clustered into two categories: the processed samples of 0-30 min and those of 40-60 min. PLS-DA showed that water and water-soluble extract were important quality indexes and b* was an important chrominance index in the processing of P. mume carbon. The chromaticity value of the samples processed for 50 min and 60 min were not significantly different. The contents of water, water- soluble extract, citric acid and tannin in the samples processed for 60 min were less than those processed for 50 min. CONCLUSIONS There is a certain correlation between the color and the inner quality of P. mume carbon. The processing time of P. mume carbon should be 40-50 min.
5.Gallic Acid Ameliorates Cognitive Impairment Caused by Sleep Deprivation through Antioxidant Effect
Xiaogang PANG ; Yifan XU ; Shuoxin XIE ; Tianshu ZHANG ; Lin CONG ; Yuchen QI ; Lubing LIU ; Qingjun LI ; Mei MO ; Guimei WANG ; Xiuwei DU ; Hui SHEN ; Yuanyuan LI
Experimental Neurobiology 2023;32(4):285-301
Sleep deprivation (SD) has a profound impact on the central nervous system, resulting in an array of mood disorders, including depression and anxiety. Despite this, the dynamic alterations in neuronal activity during sleep deprivation have not been extensively investigated. While some researchers propose that sleep deprivation diminishes neuronal activity, thereby leading to depression. Others argue that short-term sleep deprivation enhances neuronal activity and dendritic spine density, potentially yielding antidepressant effects. In this study, a two-photon microscope was utilized to examine the calcium transients of anterior cingulate cortex (ACC) neurons in awake SD mice in vivo at 24-hour intervals. It was observed that SD reduced the frequency and amplitude of Ca2+ transients while increasing the proportions of inactive neurons. Following the cessation of sleep deprivation, neuronal calcium transients demonstrated a gradual recovery. Moreover, whole-cell patch-clamp recordings revealed a significant decrease in the frequency of spontaneous excitatory post-synaptic current (sEPSC) after SD. The investigation also assessed several oxidative stress parameters, finding that sleep deprivation substantially elevated the level of malondialdehyde (MDA), while simultaneously decreasing the expression of Nuclear Factor erythroid 2-Related Factor 2 (Nrf2) and activities of Superoxide dismutase (SOD) in the ACC. Importantly, the administration of gallic acid (GA) notably mitigated the decline of calcium transients in ACC neurons. GA was also shown to alleviate oxidative stress in the brain and improve cognitive impairment caused by sleep deprivation. These findings indicate that the calcium transients of ACC neurons experience a continuous decline during sleep deprivation, a process that is reversible. GA may serve as a potential candidate agent for the prevention and treatment of cognitive impairment induced by sleep deprivation.
6.Clinical efficacy of cyclophosphamide combined with leflunomide in the treatment of lupus nephritis in 45 patients
Tianshu WANG ; Jingjing ZHANG ; Yaguang XU
Chinese Journal of Primary Medicine and Pharmacy 2023;30(9):1383-1387
Objective:To investigate the clinical efficacy of cyclophosphamide combined with leflunomide in the treatment of lupus nephritis.Methods:The clinical data of 90 patients with lupus nephritis who received treatment in The Second People's Hospital of Liaocheng from January 2019 to June 2020 were retrospectively analyzed. These patients were divided into two groups according to different treatment methods. The single drug group ( n = 45) was treated with cyclophosphamide alone, and the combined drug group ( n = 45) was treated with cyclophosphamide combined with leflunomide. All patients were treated for 6 months. Total response rate, inflammatory factor level, immune function, renal function, and adverse reactions were compared between the two groups. Results:Total response rate in the combined drug group was 95.56% (43/45), which was significantly higher than 82.22% (37/45) in the single drug group ( χ2 = 4.05, P < 0.05). After treatment, interleukin-6, C-reactive protein, and rheumatoid factor in the combined drug group were (45.21 ± 5.07) ng/L, (3.13 ± 1.01) mg/L, (43.37 ± 18.20) IU/mL, respectively, which were significantly lower than (60.20 ± 6.13) ng/L, (6.23 ± 1.31) mg/L, (73.19 ± 19.17) IU/mL in the single drug group ( t = 12.64, 12.57, 7.56, all P < 0.001). Immunoglobulin A and immunoglobulin G levels in the combined drug group were significantly lower than those in the single drug group ( t = 13.05, 13.40, both P < 0.001), but immunoglobulin M level in the combined drug group was significantly higher than that in the single drug group ( t = 13.51, P < 0.001). Serum creatinine and 24-hour urine protein levels in the combined drug group were (78.23 ± 19.13) μmol/L and (1.15 ± 0.33) g/24 hours, respectively, which were significantly lower than (92.19 ± 20.19) μmol/L and (3.15 ± 0.81) g/24 hours in the single drug group ( t = 3.36, 15.33, both P < 0.001). The incidence of adverse reactions in the combined drug group was 6.67% (3/45), which was significantly lower than 22.22% (10/45) in the single drug group ( χ2 = 4.40, P < 0.05). Conclusion:Cyclophosphamide combined with leflunomide is effective against lupus nephritis. The combined therapy can regulate the inflammatory reaction, improve the immune function, promote the recovery of renal function, and be safe.
7.Targeting macrophagic SHP2 for ameliorating osteoarthritis via TLR signaling.
Ziying SUN ; Qianqian LIU ; Zhongyang LV ; Jiawei LI ; Xingquan XU ; Heng SUN ; Maochun WANG ; Kuoyang SUN ; Tianshu SHI ; Zizheng LIU ; Guihua TAN ; Wenqiang YAN ; Rui WU ; Yannick Xiaofan YANG ; Shiro IKEGAWA ; Qing JIANG ; Yang SUN ; Dongquan SHI
Acta Pharmaceutica Sinica B 2022;12(7):3073-3084
Osteoarthritis (OA), in which M1 macrophage polarization in the synovium exacerbates disease progression, is a major cause of cartilage degeneration and functional disabilities. Therapeutic strategies of OA designed to interfere with the polarization of macrophages have rarely been reported. Here, we report that SHP099, as an allosteric inhibitor of src-homology 2-containing protein tyrosine phosphatase 2 (SHP2), attenuated osteoarthritis progression by inhibiting M1 macrophage polarization. We demonstrated that M1 macrophage polarization was accompanied by the overexpression of SHP2 in the synovial tissues of OA patients and OA model mice. Compared to wild-type (WT) mice, myeloid lineage conditional Shp2 knockout (cKO) mice showed decreased M1 macrophage polarization and attenuated severity of synovitis, an elevated expression of cartilage phenotype protein collagen II (COL2), and a decreased expression of cartilage degradation markers collagen X (COL10) and matrix metalloproteinase 3 (MMP3) in OA cartilage. Further mechanistic analysis showed thatSHP099 inhibited lipopolysaccharide (LPS)-induced Toll-like receptor (TLR) signaling mediated by nuclear factor kappa B (NF-κB) and PI3K-AKT signaling. Moreover, intra-articular injection of SHP099 also significantly attenuated OA progression, including joint synovitis and cartilage damage. These results indicated that allosteric inhibition of SHP2 might be a promising therapeutic strategy for the treatment of OA.
8.Effect of hemodiafiltration combined with Jinshuibao tablet on serum inflammatory factors in patients with diabetic nephropathy
Jingjing ZHANG ; Yaguang XU ; Tianshu WANG
Chinese Journal of Primary Medicine and Pharmacy 2022;29(11):1682-1686
Objective:To investigate the effect of hemodiafiltration combined with Jinshuibao tablet on serum inflammatory factors and oxidative stress indices in patients with diabetic nephropathy. Methods:A total of 86 patients with diabetic nephropathy who received treatment in The Second People's Hospital of Liaocheng from April 2019 to April 2020 were included in this study. They were randomly assigned to receive either hemodiafiltration (control group, n = 42) or hemodiafiltration combined with Jinshuibao tablet (observation group, n = 44). Microinflammatory state, oxidative stress index level, renal function and nutritional status were compared between the two groups. Results:Before treatment, serum interleukin-6, high-sensitivity C-reactive protein and tumor necrosis factor-α levels in the control group were (30.13 ± 3.25) ng/L, (9.43 ± 2.57) mg/L, (46.69 ± 3.54) ng/L respectively, and they were (30.16 ± 3.34) ng/L, (9.48 ± 2.65) mg/L, (46.73 ± 3.38) ng/L respectively in the observation group. There were no significant differences in these indices between the two groups (all P > 0.05). After treatment, serum interleukin-6, high-sensitivity C-reactive protein and tumor necrosis factor-α levels in the control group were (16.69 ± 2.73) ng/L, (8.12 ± 2.21) mg/L, (35.63 ± 2.75) ng/L, respectively, and they were (12.34 ± 2.52) ng/L, (6.47 ± 1.53) mg/L, (26.65 ± 2.13) ng/L, respectively in the observation group. After treatment, serum interleukin-6, high-sensitivity C-reactive protein and tumor necrosis factor-α levels in both groups were significantly lower than those before treatment (control group: t = 20.52, 2.50, 15.99; observation group: t = 27.60, 6.16, 32.57, all P < 0.05). After treatment, serum interleukin-6, high-sensitivity C-reactive protein and tumor necrosis factor-α levels were significantly lower than those in the control group ( t = 7.68, 4.04, 16.97, all P < 0.05). Before treatment, serum levels of malondialdehyde, superoxide dismutase, and glutathione peroxidase in the control group were (5.63 ± 1.36) nmol/L, (63.38 ± 7.56) mU/L, and (195.96 ± 26.36) IU/L, respectively, while those in the observation group were (5.68 ± 1.25) nmol/L, (63.25 ± 7.38) mU/L, and (195.83 ± 26.27) IU/L, respectively. There were no significant differences in these indices between the two groups (all P > 0.05). After treatment, serum levels of malondialdehyde, superoxide dismutase, and glutathione peroxidase in the control group were (4.83 ± 1.13) nmol/L, (83.46 ± 5.75) mU/L and (236.69 ± 18.75) IU/L respectively, while those in the observation group were (4.24 ± 0.86) nmol/L, (88.75 ± 5.47) mU/L and (258.76 ± 15.47) IU/L, respectively. After treatment, serum levels of malondialdehyde, superoxide dismutase, and glutathione peroxidase in each group were superior to those before treatment (control group: t = 2.93, 13.70, 8.16, P = 0.002, < 0.001, < 0.001; observation group: t = 6.15, 17.99, 13.37, all P < 0.001). After treatment, serum levels of malondialdehyde, superoxide dismutase, and glutathione peroxidase in the observation group were superior to those in the control group ( t = 2.73, 4.37, 5.96, P = 0.004, < 0.001, < 0.001). After treatment, blood urea nitrogen, serum creatinine and 24-hour urine protein in the observation group were significantly lower than those in the control group ( t = 7.85, 8.71, 2.06, P < 0.001, < 0.001, 0.021), and creatinine clearance rate in the observation group was significantly higher than that in the control group ( t = 3.01, P = 0.002). Total protein, prealbumin and albumin levels in the observation group were significantly higher than those in the control group ( t = 9.47, 12.13, 6.18, all P < 0.001). Conclusion:Hemodiafiltration combined with Jinshuibao tablet for the treatment of diabetic nephropathy has a positive effect on microinflammatory state and oxidative stress index level and improves patient's renal function and nutritional status.
9.Effect of tripterygium glycoside tablets combined with irbesartan on chronic nephritis in 45 patients
Yaguang XU ; Jingjing ZHANG ; Tianshu WANG
Chinese Journal of Primary Medicine and Pharmacy 2022;29(12):1833-1836
Objective:To investigate the efficacy of tripterygium glycoside tablets combined with irbesartan for chronic nephritis and its effect on 24-hour urine protein and inflammatory factor levels.Methods:Ninety patients with chronic nephritis who received treatment at The Second People's Hospital of Liaocheng from April 2018 to January 2020 were included in this study. They were randomly divided into an observation group and a control group, with 45 patients in each group. The control group was treated with irbesartan. The observation group was treated with tripterygium glycoside tablets combined with irbesartan. All patients were treated for 3 successive months. Clinical efficacy and adverse reactions were compared between the two groups. Changes in 24-hour urine protein level, symptom score, and inflammatory factor levels after treatment relative to those before treatment were compared between the two groups.Results:Response rate in the observation group was significantly higher than that in the control group [95.6% (43/45) vs. 80.0% (36/45), χ2 = 5.07, P = 0.024). Before treatment, there were no significant differences in 24-hour urine protein level, symptom score, and inflammatory factor level between the two groups (all P > 0.05). After treatment, the 24-hour urine protein level in the observation group was significantly lower than that in the control group [(1.42±0.01) g/24 hours vs. (1.95 ± 0.05) g/24 hours, t = 69.72, P = 0.012). The symptom score in the observation group was significantly lower than that in the control group [(0.78 ± 0.01) points vs. (1.33 ± 0.12) points, t = 30.64, P = 0.001]. Serum levels of C-reactive protein, interleukin-6, and tumor necrosis factor-α in the observation group were significantly lower than those in the control group ( t = 15.70, P = 0.006; t = 96.55, P = 0.003; t = 43.41, P = 0.002). There was no significant difference in the incidence of adverse reactions between the two groups ( P = 0.694). Conclusion:Tripterygium glycoside tablets combined with irbesartan is highly effective on chronic nephritis. The combined therapy can remarkably decrease 24-hour urine protein levels, reduce symptom scores, and decrease inflammatory factor levels.
10.Risk factors and diagnostic methods of intensive care unit-acquired weakness
Huiying FENG ; Qingyuan ZHAN ; Xu HUANG ; Tianshu ZHAI ; Jin'gen XIA ; Li YI ; Yi ZHANG ; Xiaojing WU ; Qianlin WANG ; Linna HUANG
Chinese Critical Care Medicine 2021;33(4):460-465
Objective:To explore the risk factors of intensive care unit-acquired weakness (ICU-AW) and the characteristics of Medical Research Council (MRC) score and electromyogram.Methods:A case control study was conducted. Patients with mechanical ventilation ≥ 7 days and MRC score admitted to department of respiratory and critical care medicine of China-Japan Friendship Hospital from September 2018 to January 2020 were enrolled, and they were divided into ICU-AW group (MRC score < 48) and non-ICU-AW group (MRC score ≥ 48) according to MRC score. The general situation, past medical history, related risk factors, MRC score, respiratory support mode, laboratory examination results, electromyogram examination results, ICU-AW related treatment, outcome and length of ICU stay were collected, and the differences between the two groups were compared. The risk factors of ICU-AW were analyzed by binary multivariate Logistic regression, and the characteristics of MRC score and electromyogram were analyzed.Results:A total of 60 patients were enrolled in the analysis, including 17 patients in ICU-AW group and 43 patients in non-ICU-AW group. Univariate analysis showed that there were significant differences in acute physiology and chronic health evaluation Ⅱ (APACHEⅡ) score, sequential organ failure assessment (SOFA) score, brain natriuretic peptide (BNP), blood urea nitrogen (BUN) on the first day of ICU admission and the ratio of invasive mechanical ventilation between ICU-AW group and non-ICU-AW group [APACHEⅡ score: 21 (18, 25) vs. 18 (15, 22), SOFA score: 7 (5, 12) vs. 5 (3, 8), BNP (ng/L): 364.3 (210.1, 551.2) vs. 160.1 (66.8, 357.8), BUN (mmol/L): 9.9 (6.2, 17.0) vs. 6.0 (4.8, 9.8), invasive mechanical ventilation ratio: 88.2% vs. 46.5%, all P < 0.05]. Binary multivariate Logistic regression analysis showed no independent risk factor for ICU-AW. The average MRC score of 17 ICU-AW patients was 33±11. The limb weakness was symmetrical, and the proximal limb weakness was the main manifestation. Electromyography examination showed that the results of nerve conduction examination in ICU-AW patients mainly revealed that the amplitude of compound muscle action potential (CMAP) and sensory nerve action potentials (SNAP) were decreased, and the conduction velocity was slowed down; needle electromyography showed increased area of motor unit potential (MUP), prolonged time limit and a large number of spontaneous potentials. Prognosis evaluation showed that compared with non-ICU-AW group, patients in ICU-AW group underwent more tracheotomy (70.6% vs. 11.6%), longer length of ICU stay (days: 57±52 vs. 16±8), and more rehabilitation treatment (58.8% vs. 14.0%), and the differences were statistically significant (all P < 0.01). Conclusions:The occurrence of ICU-AW may be related to high APACHEⅡ score and SOFA score, high levels of BNP and BUN on the first day of ICU admission and the proportion of invasive mechanical ventilation, but the above factors are not independent risk factors for ICU-AW. The MRC score of ICU-AW patients was characterized by symmetrical limb weakness, mainly proximal limb weakness; in electromyography examination, the nerve conduction examination results mainly showed that CMAP and SNAP amplitude were decreased, and conduction velocity was slowed down; needle electromyography examination showed increased MUP area, prolonged duration and a large number of spontaneous potentials.

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