1.Development of a grading diagnostic model for schistosomiasis-induced liver fibrosis based on radiomics and clinical laboratory indicators
Zhaoyu GUO ; Juping SHAO ; Xiaoqing ZOU ; Qinping ZHAO ; Peijun QIAN ; Wenya WANG ; Lulu HUANG ; Jingbo XUE ; Jing XU ; Kun YANG ; Xiaonong ZHOU ; Shizhu LI
Chinese Journal of Schistosomiasis Control 2024;36(3):251-258
Objective To investigate the feasibility of developing a grading diagnostic model for schistosomiasis-induced liver fibrosis based on B-mode ultrasonographic images and clinical laboratory indicators. Methods Ultrasound images and clinical laboratory testing data were captured from schistosomiasis patients admitted to the Second People’s Hospital of Duchang County, Jiangxi Province from 2018 to 2022. Patients with grade I schistosomiasis-induced liver fibrosis were enrolled in Group 1, and patients with grade II and III schistosomiasis-induced liver fibrosis were enrolled in Group 2. The machine learning binary classification tasks were created based on patients’radiomics and clinical laboratory data from 2018 to 2021 as the training set, and patients’radiomics and clinical laboratory data in 2022 as the validation set. The features of ultrasonographic images were labeled with the ITK-SNAP software, and the features of ultrasonographic images were extracted using the Python 3.7 package and PyRadiomics toolkit. The difference in the features of ultrasonographic images was compared between groups with t test or Mann-Whitney U test, and the key imaging features were selected with the least absolute shrinkage and selection operator (LASSO) regression algorithm. Four machine learning models were created using the Scikit-learn repository, including the support vector machine (SVM), random forest (RF), linear regression (LR) and extreme gradient boosting (XGBoost). The optimal machine learning model was screened with the receiver operating characteristic curve (ROC), and features with the greatest contributions to the differentiation features of ultrasound images in machine learning models with the SHapley Additive exPlanations (SHAP) method. Results The ultrasonographic imaging data and clinical laboratory testing data from 491 schistosomiasis patients from 2019 to 2022 were included in the study, and a total of 851 radiomics features and 54 clinical laboratory indicators were captured. Following statistical tests (t = −5.98 to 4.80, U = 6 550 to 20 994, all P values < 0.05) and screening of key features with LASSO regression, 44 features or indicators were included for the subsequent modeling. The areas under ROC curve (AUCs) were 0.763 and 0.611 for the training and validation sets of the SVM model based on clinical laboratory indicators, 0.951 and 0.892 for the training and validation sets of the SVM model based on radiomics, and 0.960 and 0.913 for the training and validation sets of the multimodal SVM model. The 10 greatest contributing features or indicators in machine learning models included 2 clinical laboratory indicators and 8 radiomics features. Conclusions The multimodal machine learning models created based on ultrasound-based radiomics and clinical laboratory indicators are feasible for intelligent identification of schistosomiasis-induced liver fibrosis, and are effective to improve the classification effect of one-class data models.
2.Pollution characteristics and health risk assessment of heavy metals in PM2.5 during winter in Nanning
LI Zhongyou ; MAO Jingying ; LIU Huilin ; ZHANG Dabiao ; HUANG Jiongli ; MA Jinfeng ; QIN Wenxia ; LI Rongxiu ; MO Zhaoyu
China Tropical Medicine 2024;24(2):157-
Objective To explore the characteristics of toxic heavy metal pollution in atmospheric PM2.5 (Particulate matter 2.5) during winter in Nanning City and to evaluate the health risks for the population. Methods Atmospheric PM2.5 samples were continuously collected in the urban areas of Nanning from January to February 2019. The concentrations of seven toxic heavy metals, including cadmium (Cd), arsenic (As), chromium (Cr), lead (Pb), nickel (Ni), mercury (Hg), and manganese (Mn) in atmospheric PM2.5 were analyzed by X-ray fluorescence spectrometry. The pollution characteristics of toxic heavy metals were studied by geo-accumulation index and enrichment factor methods, and their health risks to children and adults were assessed using the health risk assessment model of the United States Environmental Protection Agency. Results The mass concentration of atmospheric PM2.5 in Nanning in winter 2019 was (44±29) μg/m3, which was generally at a low level. Different degrees of pollution were found for Hg, Cd, As, Cr, and Pb in PM2.5, with Hg and Cd being more seriously polluted. Hg and Cd were highly enriched in PM2.5, followed by Pb with moderate enrichment. These three elements mainly originated from man-made pollution. As, Cr and Ni were mildly enriched and affected by both natural and anthropogenic sources. The non-carcinogenic risks were in the order of As>Pb>Hg>Cr>Cd>Mn>Ni. The total non-carcinogenic risks for the three populations were all less than 1, which is within acceptable limits. The carcinogenic risks were ranked as Cr>As>Cd>Ni, with Cr, As, and Cd posing carcinogenic risks to children and adults ranging from 1×10-6 to 1×10-4. Moreover, the total carcinogenic risks of heavy metals (Cr, As, Cd, and Ni) were higher than 1×10-4 for children, indicating a potential carcinogenic risk. Conclusions The mass concentration of PM2.5 and heavy metal elements in Nanning City during the winter of 2019 was relatively low, but the pollution of heavy metals still exists. The non-carcinogenic risk of heavy metals is within an acceptable range, but the carcinogenic risk poses a potential danger to children.
3.Value of liver-muscle signal intensity and serum markers in diagnosis of chronic hepatitis B liver fibrosis
Ya WEN ; Zhaoyu QU ; Jingnan LU ; Weiling YIN ; Xiaoqi HUANG
Journal of Clinical Hepatology 2023;39(3):573-579
Objective To investigate the value of liver/muscle ratio (LMR) on susceptibility-weighted imaging (SWI) and serum markers in the diagnosis of the severity of chronic hepatitis B liver fibrosis after grouping based on alanine aminotransferase (ALT) level. Methods A retrospective analysis was performed for 255 patients with chronic hepatitis B who attended Affiliated Hospital of Yan'an University from October 2018 to September 2021, and the patients were divided into severe liver fibrosis group (SLF group) and non-severe liver fibrosis group (non-SLF group). The SLF group was defined as liver stiffness measurement (LSM) > 9.0 kPa and ALT level within the normal range or LSM > 12.0 kPa and ALT level greater than 1-5 times of the upper limit of normal. LMR was calculated by measuring the mean SWI value of the liver (SWI liver ) and the signal intensity of the erector spinae. The t -test was used for comparison of normally distributed continuous data between two groups, and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two group; the chi-square test was used for comparison of categorical data between two groups. The binary logistic regression analysis was used to investigate the influencing factors for SLF. The receiver operating characteristic (ROC) curve was used to analyze the diagnostic performance of LMR and its combination with serum markers, and the DeLong test was used to compare the difference in the area under the ROC curve (AUC). Results Compared with the non-SLF group, the SLF group had significantly higher ALT ( Z =-3.569, P < 0.001), aspartate aminotransferase (AST) ( Z =-5.495, P < 0.001), hyaluronic acid (HA) ( Z =-6.746, P < 0.001), laminin (LN) ( Z =-5.459, P < 0.001), type Ⅳ collagen (Ⅳ-C)( Z =-8.470, P < 0.001), type Ⅲ procollagen (PCⅢ) ( Z =-6.326, P < 0.001), aspartate aminotransferase-to-platelet ratio index ( Z =-9.004, P < 0.001), and FIB-4 ( Z =-8.357, P < 0.001) and significantly lower prothrombin time activity (PTA) ( t =10.088, P < 0.001), platelet count ( t =9.163, P < 0.001), SWI liver ( t =2.347, P =0.02), and LMR×10 ( Z =-4.447, P < 0.001). PTA, HA, Ⅳ-C, and LMR×10 were independent influencing factors for SLF. LMR×10 had an AUC of 0.675 (95% confidence interval [ CI ]: 0.614-0.732) in the diagnosis of SLF, which was significantly higher than that of SWI liver (AUC=0.594, 95% CI : 0.531-0.655) ( Z =3.984, P < 0.001). PTA+HA+Ⅳ-C+LMR×10 and PTA+HA+Ⅳ-C had an AUC of 0.937 (95% CI : 0.896-0.966) and 0.905 (95% CI : 0.858-0.941), respectively, suggesting that PTA+HA+Ⅳ-C+LMR×10 had a better diagnostic performance than PTA+HA+Ⅳ-C ( Z =2.228, P =0.026). Conclusion LMR and serum markers can accurately distinguish SLF after grouping based on ALT level. LMR is a quantitative and objective imaging indicator and is better than SWI liver , and it can also improve the diagnostic performance of serum markers for SLF in clinical practice.
4.Effects of somatostatin receptor ligands on bone metabolism in acromegaly
Fei SUN ; Yifei YU ; Meng WANG ; Lijie XIE ; Xinmei HUANG ; Quanya SUN ; Min HE ; Yongfei WANG ; Yao ZHAO ; Hongying YE ; Yiming LI ; Zhaoyu ZHANG
Chinese Journal of Endocrinology and Metabolism 2022;38(6):517-521
Objective:To investigate the effect of somatostatin receptor ligands (SRLs) on bone metabolism in patients with acromegaly.Methods:Retrospective analysis of clinical data of acromegaly patients( n=100) received surgery or SRLs alone for 3 months. The changes of growth hormone (GH), insulin-like growth factor-1 (IGF-1), osteocalcin (OC), N-mid fragment of osteocalcin (N-MID), amino-terminal peptide of type I procollagen (P1NP) and C-terminal peptide degradation product of type I collagen(CTX) were compared before and after treatment. Patients were divided into drug treatment group and surgical group according to treatment methods. According to the decline of GH after medication, patients in the drug treatment group were further divided into drug sensitive group and drug insensitive group. Results:The average dynamic GH and IGF-1 indexes in the drug treatment group were significantly decreased after treatment compared with before treatment (both P<0.05), and CTX was also significantly decreased after treatment [1.25 (0.67, 1.40) ng/mL vs 1.34 (0.57, 1.68) ng/mL, P<0.05]. The mean dynamic GH, IGF-1 index, OC, N-MID, P1NP, and CTX in surgical group were significantly decreased after treatment compared with before treatment (all P<0.01). In the surgical group, there was a positive correlation between GH difference (ΔGH) and N-mid difference (ΔN-MID; r=0.454, P=0.026), and there was a positive correlation between IGF-1 index difference (ΔIGF-1 index) and CTX difference (ΔCTX; r=0.339, P=0.036). After treatment, the mean dynamic GH, IGF-1 index, CTX, P1NP, and N-MID in drug treatment group were significantly higher than those in surgical group (all P<0.001). CTX and N-MID decreased significantly after treatment in drug sensitive group compared with drug insensitive group (35.3% vs 7.2%, P<0.001; 24.1% vs 11.8%, P<0.05), and ΔGH was positively correlated with ΔCTX ( r=0.328, P=0.004). Conclusion:SRLs treatment can reduce bone formation marker N-MID and bone resorption marker CTX, improving the high turnover state of bone metabolism in patients with acromegaly, which may attribute to the reduction of GH and IGF-1 levels.
5.Analysis of Epstein-Barr virus activity and clinical characteristics in patients with hemorrhagic fever with renal syndrome
Mingyan XU ; Ying ZHENG ; Yanxin HUANG ; Kaili ZHANG ; Zhaoyu LIU ; Ning MA ; Wei ZHANG ; Lisheng JIANG ; Xin SHENG ; Zhennan TIAN ; Yue ZHAO ; Qiaoyue JIANG ; Lan LIU ; Yinghua LAN ; Yongguo LI
Chinese Journal of Endemiology 2021;40(1):50-54
Objective:To study the Epstein-Barr virus (EBV) activity and its clinical characteristics in patients with hemorrhagic fever with renal syndrome (HFRS). Methods:From January 2016 to August 2017, patients with HFRS who were hospitalized in the First Affiliated Hospital of Harbin Medical University were routinely tested by EBV serology, and were divided into two groups according to their presence or absence of EBV infection, namely EBV active group and non-EBV active group. The clinical data between the two groups were compared and analyzed by SPSS 18.0.Results:A total of 188 HFRS patients were enrolled, including 73 cases in EBV active group and 115 cases in non-EBV active group. The EBV active rate of HFRS patients was 38.83% (73/188). The incidences of lumbago [57.53% (42/73) vs 42.61% (49/115)], abdominal pain [42.47% (31/73) vs 20.00% (23/115)], skin and mucosa congestion [57.53% (42/73) vs 39.13% (45/115)], and conjunctiva edema [50.68% (37/73) vs 28.70% (33/115)] in EBV active group were significantly higher than those in non-EBV active group (χ 2 = 3.983, 11.008, 6.083, 9.239, P < 0.05). There were 10, 7 and 43 patients with acute kidney injury (AKI) stage 1, 2 and 3 in EBV active group and 5, 13 and 53 patients in non-EBV active group. Degree of AKI in EBV active group was higher than that in non-EBV active group, and the difference was statistically significant (χ 2 = 12.615, P < 0.05). In EBV active group, the proportion of patients whose renal function recovery over 15 days [23.29% (17/73)] and white blood cell count [11.26 (3.39 ~ 54.23) × 10 9/L] were significantly higher than those in non-EBV active group [6.96% (8/115), 10.03 (2.91 ~ 66.99) × 10 9/L], and the differences were statistically significant (χ 2 = 10.330, Z = - 2.003, P < 0.05). Conclusion:HFRS patients may cause latent EBV activity, complicate their clinical features, cause severe renal damage and prolong the recovery time of renal function.
6.Evaluation of the effect of free fibular flap transplantation in repairing mandibular osteoradionecrosis defect in 151 cases
Qunxing LI ; Haotian CAO ; Yanyan LI ; Zhanpeng OU ; Xinyu LIN ; Hanqing ZHANG ; Zhaoyu LIN ; Youyuan WANG ; Shule XIE ; Chaobin PAN ; Bin ZHANG ; Jianguang WANG ; Weiliang CHEN ; Zhiquan HUANG ; Song FAN ; Jinsong LI
Chinese Journal of Stomatology 2021;56(5):428-434
Objective:To investigate the clinical effect of free fibula flap transplantation in repairing the defect of mandibular osteoradionecrosis (ORN).Methods:A total of 151 mandibular ORN patients undergoing free fibular flap transplantation were selected from August 2005 to September 2020 in the Department of Oral and Maxillofacial Surgery, Sun Yat-sen Memorial Hospital, Sun Yat-sen University. Among them, 109 patients were males and 42 patients were females, aged (54.1±10.1) (ranged 31-85) years old. The clinical data of the patients was collected and the survival rate of the flaps and postoperative function were calculated to evaluate the surgical efficacy. The χ 2 test was used for difference analysis. Results:Among the 151 patients, mandibular ORN caused by radiotherapy for nasopharyngeal carcinoma accounted for 79.5% (120/151). The average time for mandibular ORN appeared was 5(6) years after radiotherapy. Facial artery [57.2%(87/152)] and superior thyroid artery [32.9%(50/152)] were the main anastomotic arteries in the recipient area. There was no significant difference in the necrosis rates of the two flaps [10.3%(9/87) and 12.5% (5/50), respectively, P=0.949]. The main anastomotic veins in the recipient area were the external jugular vein [48.4%(135/279)] and the common facial vein [26.5%(74/279)]. Twenty-five cases (16.6%) had one vein anastomosed, and 126 cases (83.44%) had two veins anastomosed. There was no significant difference in the flap necrosis rate between the two conditions [20.0%(5/25) and 7.1%(9/126), respectively, P=0.100]. Ninety-seven cases (64.2%) used the peroneal musculocutaneous-fascia composite flap to repair the maxillofacial soft and hard tissue defects. Thirteen cases (8.6%) underwent the restorations with digital virtual surgery design, of which 5 cases were repaired with dental implants at the same time. After the operations, lower respiratory tract infection occurred in 17 patients (11.3%), and upper respiratory tract obstruction occurred in 3 cases (2.0%). The survival rate of the flap after operation was 90.7% (136/151), and 21 patients (13.9%) had flap vascular crisis. Delayed healing of maxillofacial wounds occurred in 33 cases (21.9%). After 3 to 24 months of follow-ups, 110 patients (76.9%) had no fistula inside/outside the oral cavity, 118 patients (82.5%) had an improvement in opening mouth of increasing (≥0.5 cm) after surgery, 135 patients (94.4%) had pain relief, 97 cases (67.8%) could eat normal diet, semi-liquid or soft food, and 137 cases (95.8%) were satisfied or basically satisfied with the treatment effects. Conclusions:The free fibular flap transplantation is an effective method to repair mandibular ORN defects. Preoperative vascular assessment is helpful for the selection of recipient vessels. Facial artery, superior thyroid artery, external jugular vein and common facial vein can be used as the main recipient vessels. The repair of the peroneal musculocutaneous-fascia composite flap facilitates the closure of internal and external fistulas. Digital technology can help to restore the maxillofacial shape more accurately, improve the patient′s occlusal and chewing function and enhance the quality of life of mandibular ORN patients.
7.Determination of Optimum Number of Groups on the Crowdsourcing Survey in Japanese People Interpreted by Physical Constitution Defined by CCMQ-J
Mariko SATO ; Toshihiro KAWASAKI ; Ming HUANG ; Hoko KYO ; Naoaki ONO ; Ryouhei EGUCHI ; Md. ALTAF-UL-AMIN ; Saki TOKUDA-KAKUTANI ; Hiroshi WATANABE ; Norihito MURAYAMA ; Satoshi NAKAMURA ; Shiori YAMAGUCHI ; Hiroki TANAKA ; Shigehiko KANAYA ; Yanbo ZHU ; Zhaoyu DAI ; Qi WANG ; Kazuo UEBABA ; Nobutaka SUZUKI
Japanese Journal of Complementary and Alternative Medicine 2019;16(2):105-112
Chinese Medicine Questionnaire (CCMQ-J) consists of sixty independent questionnaires and 9 physical constitutions called subscales. One type is balanced constitution (i.e., gentleness), and the following eight types represent unbalanced constitution: Qi-deficiency constitution, Yang-deficiency constitution, Yin-deficiency constitution, Phlegm-dampness constitution, Damp-heat constitution, Stagnant Blood constitution, Stagnant Qi constitution, and Inherited Special constitution. In this study, we proposed to determine optimal number of groups in 851 participants recruited from crowdsourcing answered CCMQ-J questionnaire consisting of 60 questions. In the present study, we applied k-means clustering with gap statistics to the questionnaire data and the number of optimal groups was estimated by five. The five groups are mainly characterized by 3 subscales in CCMQ-J, i.e. (i) two subscales corresponding to Yang-deficiency and Qi-depress, (ii) three subscales corresponding to gentleness, Yang-deficiency and Qi-depress (iii) Yang-deficiency, (iv) gentleness, and (v) Qi-depress. In the crowdsourcing survey, two subscales, Yang-deficient and Qi-depress are the most frequently occurred in current Japanese people.
8.Summary of experience in the establishment of rat models with orthotopic liver transplantation from donation after cardiac death
Ruichao WU ; Zhaoyu HUANG ; Li ZHANG ; Junhan LIU ; Kepu ZHENG ; Jianghua RAN
Organ Transplantation 2018;9(4):304-310
Objective To explore the skills and summarize the experience in the establishment of orthotopic liver transplantation rat models from donation after cardiac death (DCD). Methods According to the time of warm ischemia, 120 rats were divided into 3 groups: group A (warm ischemia for 0 min, n=40 pairs), group B (warm ischemia for 10 min, n=40 pairs) and group C (warm ischemia for 20 min, n=40 pairs). Orthotopic liver transplantation was performed by the modified two-cuff technique in 3 groups. The time of each stage of surgery was recorded in 3 groups. The survival rate at the end of surgery, 24 h, 72 h and 7 d after surgery was recorded in 3 groups. The dead rats were immediately subject to anatomical examination to identify the cause of death. Results The cold ischemia time of donor liver, anhepatic phase and operation time of the recipients did not significantly differ among three groups (all P>0.05). In groups A, B and C, the survival rate at the end of surgery was 97%, 97%, and 100% respectively. The survival rate at postoperative 24 h was 92%, 90% and 92% respectively. The survival rate at postoperative 72 h was 90%, 80% and 77% respectively. The survival rate at postoperative 7 d was 85%, 70% and 57% respectively. The survival rate at the end of surgery, postoperative 24 h and 72 h did not significantly differ among 3 groups (all P>0.05). At postoperative 7 d, the survival rate in group C was significantly lower than that in group A (P<0.05). Surgical operation was the major cause of intraoperative and postoperative 24 h death. Bile leakage and ischemic hepatic failure were the causes of death at postoperative 72 h. Biliary duct complications were the main causes of death at postoperative 7 d. The quantity of rats developing with biliary duct complications was increased along with the prolongation of warm ischemic time. Conclusions The success of stable establishment of rat models with orthotopic liver transplantation from DCD depends upon the protection of the liver and biliary function. The difficulty lies in the anastomosis of the suprahepatic inferior vena cava and the shortening of anhepatic phase.
9.Data Intensive Study of Accessibility of Edible Species and Healthcare Across the Globe
Satoshi WATANABE ; Hoko KYO ; KANG LIU ; Ryohei EGUCHI ; Md. ALTAF-UL-AMIN ; Aki MORITA(HIRAI) ; Minako OHASHI ; Naoaki ONO ; Alex Ming HUANG ; Yanbo ZHU ; Qi WANG ; Zhaoyu DAI ; Yukiko NAKAMURA ; Klaus W. LANGE ; Kazuo UEBABA ; Shintaro HASHIMOTO ; Shigehiko KANAYA ; Nobutaka SUZUKI
Japanese Journal of Complementary and Alternative Medicine 2018;15(1):37-60
Variety of accessibility to edible species in different regions has climatic and historical roots. In the present study, we try to systematically analyze 28,064 records of relationships between 11,752 edible species and 228 geographic zones by hierarchical clustering. The 228 geographic regions were classified into 11 super groups named as A to K, which were further divided into 39 clusters (CLs). Of them, at least one member of each of 28 CLs is associated to 20 or more edible species according to present information of KNApSAcK DB (http://kanaya.naist.jp/KNApSAcK_World/top.jsp). We examined those 28 CLs and found that majority of the members of each of the 27 CLs (96%) have specific type of climate. Diversity of accessibility to edible species makes it possible to separate 8 geographic regions on continental landmasses namely Mediterraneum, Baltic Sea, Western Europe, Yucatan Peninsula, South America, Africa and Arabian Peninsula, Southeast Asia, and Arctic Ocean; and three archipelagos namely, Caribbean Islands, Southeast Asian Islands and Pacific Islands. In addition, we also examined clusters based on cultural exchanges by colonization and migration and mass movement of people and material by modern transportation and trades as well as biogeographic factors. The era of big data science or data intensive science make it possible to systematically understand the content in huge data and how to acquire suitable data for specific purposes. Human healthcare should be considered on the basis of culture, climate, accessibility of edible foods and preferences, and based on molecular level information of genome and digestive systems.
10.Exploration of “Spleen-tonifying and Kidney-nourishing” Method in Traditional Chinese Medicine Treatment for Chronic Kidney Disease: from Insight of Gut Microbiome and Metabolism
Chunlan JI ; Ruojun ZHUO ; Yuchi WU ; Zhaoyu LU ; Xusheng LIU ; Chunlin HUANG ; Chuan ZOU
World Science and Technology-Modernization of Traditional Chinese Medicine 2017;19(7):1192-1198
Chronic kidney disease (CKD) is a chronic renal structure change and dysfunction caused by a variety of causes.The incidence and prevalence of CKD have been on the rise,becoming a major global health problem.An increasing number of studies had shown that one of the important indicators of CKD progression was the disorder of gut microbiome and elevated levels of sernm endotoxin.Modern physicians of traditional Chinese medicine (TCM) believed that the main pathogenesis of CKD was spleen and kidney deficiency.And the therapeutic regimen was invigorating spleen and nourishing the kidney.Spleen is in the middle burner.It has the function of transportation and resistance to evil,which was extremely similar to the function of gut microbiome in metabolism and immunity.The latter might be one of the biological bases of physiological function of spleen.This comprehensive review presented the modern theoretical basis of spleen-based TCM treatment methods for CKD from the insight of modern gut microbiome and metabolism.Firstly,gut microbiome and its metabolism were associated with the spleen in TCM theory.Gut microbiome affected individual metabolism and immune function,which could provide a modern biological basis for explaining the physiological function of the spleen.Secondly,gut microbiome and its metabolism were correlated with CKD:intestinal flora disturbance occurred in CKD patients,producing enterogenous toxins as their metabolites,which become the important factors affecting prognosis.Thirdly,as for its origin,development and current status based on the spleen theory,CKD was one of various consumptive diseases.Spleen insufficiency was one of their critical pathogenic mechanisms.Therefore,tonifying the spleen should be a treatment method to maintain throughout the entire treatment.On the basis of our previous clinical studies and the hypothesis of gut microbiome and metabolism,we proposed further studies which were also based on system biology and its technology.


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