1.Advances of artificial intelligence technology in the discovery and optimization of lead compounds
Zi-yue LI ; Kai-yuan CONG ; Shi-qi WU ; Qi-hua ZHU ; Yun-gen XU ; Yi ZOU
Acta Pharmaceutica Sinica 2024;59(9):2443-2453
In recent years, artificial intelligence (AI) technology has advanced rapidly and has been widely applied in various fields such as medicine and pharmacy, accelerating the drug development process. Focusing on the application of AI in the discovery and optimization of lead compounds, this review provides a detailed introduction to AI-assisted virtual screening and molecular generation methods for discovering lead compounds, while particularly highlighting the cases of AI-drived drugs into clinical trials. Additionally, we briefly outline the application of AI basic algorithm models in quantitative structure-activity relationship (QSAR) and drug repurposing, offering insights for AI-based drug discovery.
2.Analysis of immune cells and their subsets in peripheral blood and spleen of CAST/EiJ mice
Qi LIU ; Yongzhi HOU ; Na LI ; Jingjing ZHANG ; Jiahan LU ; Zhe CONG ; Lin ZHU ; Jing XUE
Chinese Journal of Comparative Medicine 2024;34(4):1-10
Objective To explore the possible causes of CAST/EiJ mouse susceptibility to multiple pathogens,the immune cell phenotypes in the peripheral blood and spleen of CAST/EiJ mice were analyzed to clarify their composition.Methods Classical dendritic cells(cDCs),natural killer(NK)cells,B lymphocytes,T lymphocytes,and their subsets in the peripheral blood and spleen of CAST/EiJ mice and C57BL/6J mice were detected by flow cytometry using the cell surface markers CD3,CD4,CD8,CD11b,CD11c,CD19,CD27,CD49b,and TCRβ.Results There was no significant difference in the proportion of cDCs between CAST/EiJ and C57BL/6J mice,but the cDC1 cell subset population was smaller in CAST/EiJ.The proportions of NK cells(mainly mature NK cell subsets)and T lymphocytes(mainly CD8+T cells)were both lower in CAST/EiJ mice than C57BL/6J mice,while the proportion of B cells was higher in CAST/EiJ mice than C57BL/6J mice.Conclusions The proportions of NK and T lymphocytes in CAST/EiJ mice were lower than those in C57BL/6J mice.
3.Current status of hypertension prevalence, treatment and control rate among young and middle-aged population in China.
Xin WANG ; Hao Qi ZHOU ; Zha CHEN ; Lin Feng ZHANG ; Cong Yi ZHENG ; Ye TIAN ; Lan SHAO ; Man Lu ZHU ; Zeng Wu WANG ; Runlin GAO
Chinese Journal of Cardiology 2022;50(12):1169-1176
Objective: To estimate the prevalence, awareness, treatment and control rate of hypertension among young and middle-aged population in China. Methods: The analysis was based on the results of 2012-2015 China Hypertension Survey, which was a cross-sectional stratified multistage random sampling survey. A total of 229 593 subjects were included in the final analysis. The data including sex, age, living in urban and rural areas, prevalence of hypertension, history of stroke, family history of coronary heart disease and drinking, physical examination, heart rate were collected. Hypertension was defined as mean systolic blood pressure (SBP) ≥140 mmHg (1 mmHg=0.133 kPa), and (or) diastolic blood pressure (DBP) ≥90 mmHg, and (or) self-report a history of hypertension, and (or) use of antihypertensive medicine within 2 weeks before survey. Prehypertension was defined as SBP between 120-139 mmHg, and (or) DBP between 80-89 mmHg. Control of hypertension was considered for hypertensive individuals with SBP<140 mmHg and DBP<90 mmHg. The prevalence of prehypertension, hypertension, awareness, treatment, control rate were calculated, and the control rate among those with antihypertensive medication was also calculated. Results: The prevalence of prehypertension and hypertension was 43.8% (95%CI: 42.3%-45.4%), and 22.1% (95%CI: 20.8%-23.3%), respectively. The prevalence of prehypertension and hypertension was significantly higher among male than female across different age groups. The awareness, treatment, control rate of hypertension and control rate among treated hypertensive participants were 43.8%, 33.2%, 16.7%, and 40.2%, respectively. The prevalence was higher, and the control rate was lower among individuals with higher heart rate. Conclusion: The prevalence of prehypertension and hypertension among young and middle-aged population is high, the awareness, treatment and control rate need to be further improved in this population. The prevention and treatment of hypertension should be strengthened in the future to improve the control rate of hypertension in China.
Middle Aged
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Male
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Female
;
Humans
;
Antihypertensive Agents/therapeutic use*
;
Prehypertension/epidemiology*
;
Prevalence
;
Cross-Sectional Studies
;
Hypertension/drug therapy*
;
Blood Pressure
;
China/epidemiology*
4.Clinical effect of minimally invasive duodenum preserving pancreatic head resection for benign and pre-malignant lesions of pancreatic head.
Chao LU ; Wei Wei JIN ; Yi Ping MOU ; Yu Cheng ZHOU ; Yuan Yu WANG ; Tao XIA ; Qi Cong ZHU ; Bi Wu XU ; Yu Feng REN ; Si Jia MENG ; Yu Hui HE ; Qi Tao JIANG
Chinese Journal of Surgery 2022;60(1):39-45
Objective: To examine the clinical effect of minimally invasive duodenum preserving pancreatic head resection(DPPHR) for benign and pre-malignant lesions of pancreatic head. Methods: The clinical data of patients with diagnosis of benign or pre-malignant pancreatic head tumor were retrospectively collected and analyzed,all of them underwent laparoscopic or robotic DPPHR between October 2015 and September 2021 at Division of Gastrointestinal and Pancreatic surgery,Zhejiang Provincial People's Hospital. Thirty-three patients were enrolled with 10 males and 23 females. The age(M(IQR)) was 54(32) years old(range: 11 to 77 years old) and the body mass index was 21.9(2.9)kg/m2(range: 18.1 to 30.1 kg/m2). The presenting symptoms included abdominal pain(n=12), Whipple triad(n=2), and asymptomatic(n=19). There were 7 patients with hypertension and 1 patient with diabetes mellitus. There were 19 patients who were diagnosed as American Society of Anesthesiologists class Ⅰ and 14 patients who were diagnosed as class Ⅱ. The student t test,U test, χ2 test or Fisher exact test was used to compare continuous data or categorized data,respectively. All the perioperative data and metabolic morbidity were analyzed and experiences on minimally invasive DPPHR were concluded. Results: Fourteen patients underwent laparoscopic DPPHR,while the rest of 19 patients received robotic DPPHR. Indocyanine green fluorescence imaging was used in 19 patients to guide operation. Five patients were performed pancreatico-gastrostomy and the rest 28 patients underwent pancreaticojejunostomy. Pathological outcomes confirmed 9 solid pseudo-papillary neoplasms, 9 intraductal papillary mucinous neoplasms, 7 serous cystic neoplasms, 6 pancreatic neuroendocrine tumors, 1 mucous cystic neoplasm, 1 chronic pancreatitis. The operative time was (309.4±50.3) minutes(range:180 to 420 minutes),and the blood loss was (97.9±48.3)ml(range:20 to 200 ml). Eighteen patients suffered from postoperative complications,including 3 patients experienced severe complications(Clavien-Dindo Grade ≥Ⅲ). Pancreatic fistula occurred in 16 patients,including 8 patients with biochemical leak,7 patients with grade B pancreatic fistula and 1 patient with grade C pancreatic fistula. No one suffered from the duodenal necrosis and none perioperative death was occurred. The length of hospital stay was 14(7) days (range:6 to 87 days). The follow-up was 22.6(24.5)months(range:2 to 74 months). None suffered from recurrence or metastasis. During the follow-up,all the patients were free of refractory cholangitis. Moreover,in the term of endocrine dysfunction,no postoperative new onset of diabetes mellitus were observed in the long-term follow-up. However,in the view of exocrine insufficiency,pancreatic exocrine insufficiency and non-alcoholic fatty liver disease (NAFLD) was complicated in 2 and 1 patient,respectively,with the supplement of pancreatic enzyme,steatorrhea and weight loss relieved,but NAFLD was awaited to be seen. Conclusions: Minimally invasive DPPHR is feasible and safe for benign or pre-malignant lesions of pancreatic head. Moreover,it is oncological equivalent to pancreaticoduodenectomy with preservation of metabolic function without refractory cholangitis.
Adolescent
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Adult
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Aged
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Child
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Duodenum/surgery*
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Female
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Humans
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Male
;
Middle Aged
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Pancreas/surgery*
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Pancreatectomy
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Pancreatic Neoplasms/surgery*
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Pancreaticoduodenectomy
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Postoperative Complications
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Retrospective Studies
;
Young Adult
5.Incidence of extrauterine growth retardation and its risk factors in very preterm infants during hospitalization: a multicenter prospective study.
Wei SHEN ; Zhi ZHENG ; Xin-Zhu LIN ; Fan WU ; Qian-Xin TIAN ; Qi-Liang CUI ; Yuan YUAN ; Ling REN ; Jian MAO ; Bi-Zhen SHI ; Yu-Mei WANG ; Ling LIU ; Jing-Hui ZHANG ; Yan-Mei CHANG ; Xiao-Mei TONG ; Yan ZHU ; Rong ZHANG ; Xiu-Zhen YE ; Jing-Jing ZOU ; Huai-Yu LI ; Bao-Yin ZHAO ; Yin-Ping QIU ; Shu-Hua LIU ; Li MA ; Ying XU ; Rui CHENG ; Wen-Li ZHOU ; Hui WU ; Zhi-Yong LIU ; Dong-Mei CHEN ; Jin-Zhi GAO ; Jing LIU ; Ling CHEN ; Cong LI ; Chun-Yan YANG ; Ping XU ; Ya-Yu ZHANG ; Si-Le HU ; Hua MEI ; Zu-Ming YANG ; Zong-Tai FENG ; San-Nan WANG ; Er-Yan MENG ; Li-Hong SHANG ; Fa-Lin XU ; Shao-Ping OU ; Rong JU
Chinese Journal of Contemporary Pediatrics 2022;24(2):132-140
OBJECTIVES:
To investigate the incidence of extrauterine growth retardation (EUGR) and its risk factors in very preterm infants (VPIs) during hospitalization in China.
METHODS:
A prospective multicenter study was performed on the medical data of 2 514 VPIs who were hospitalized in the department of neonatology in 28 hospitals from 7 areas of China between September 2019 and December 2020. According to the presence or absence of EUGR based on the evaluation of body weight at the corrected gestational age of 36 weeks or at discharge, the VPIs were classified to two groups: EUGR group (n=1 189) and non-EUGR (n=1 325). The clinical features were compared between the two groups, and the incidence of EUGR and risk factors for EUGR were examined.
RESULTS:
The incidence of EUGR was 47.30% (1 189/2 514) evaluated by weight. The multivariate logistic regression analysis showed that higher weight growth velocity after regaining birth weight and higher cumulative calorie intake during the first week of hospitalization were protective factors against EUGR (P<0.05), while small-for-gestational-age birth, prolonged time to the initiation of total enteral feeding, prolonged cumulative fasting time, lower breast milk intake before starting human milk fortifiers, prolonged time to the initiation of full fortified feeding, and moderate-to-severe bronchopulmonary dysplasia were risk factors for EUGR (P<0.05).
CONCLUSIONS
It is crucial to reduce the incidence of EUGR by achieving total enteral feeding as early as possible, strengthening breastfeeding, increasing calorie intake in the first week after birth, improving the velocity of weight gain, and preventing moderate-severe bronchopulmonary dysplasia in VPIs.
Female
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Fetal Growth Retardation
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Gestational Age
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Hospitalization
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Humans
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Incidence
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Infant
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Infant, Newborn
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Infant, Premature
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Infant, Very Low Birth Weight
;
Prospective Studies
;
Risk Factors
6.Overexpression of NAT10 induced platinum drugs resistance in breast cancer cell.
Pan QI ; Ya Ke CHEN ; Rui Li CUI ; Rui Juan HENG ; Sheng XU ; Xiao Ying HE ; Ai Min YUE ; Jiang Kun KANG ; Hao Han LI ; Yong Xin ZHU ; Cong WANG ; Yu Lu CHEN ; Kua HU ; Yan Yan YIN ; Li Xue XUAN ; Yu SONG
Chinese Journal of Oncology 2022;44(6):540-549
Objective: To observe the platinum drugs resistance effect of N-acetyltransferase 10 (NAT10) overexpression in breast cancer cell line and elucidate the underlining mechanisms. Methods: The experiment was divided into wild-type (MCF-7 wild-type cells without any treatment) group, NAT10 overexpression group (H-NAT10 plasmid transfected into MCF-7 cells) and NAT10 knockdown group (SH-NAT10 plasmid transfected into MCF-7 cells). The invasion was detected by Transwell array, the interaction between NAT10 and PARP1 was detected by co-immunoprecipitation. The impact of NAT10 overexpression or knockdown on the acetylation level of PARP1 and its half-life was also determined. Immunostaining and IP array were used to detect the recruitment of DNA damage repair protein by acetylated PARP1. Flow cytometry was used to detect the cell apoptosis. Results: Transwell invasion assay showed that the number of cell invasion was 483.00±46.90 in the NAT10 overexpression group, 469.00±40.50 in the NAT10 knockdown group, and 445.00±35.50 in the MCF-7 wild-type cells, and the differences were not statistically significant (P>0.05). In the presence of 10 μmol/L oxaliplatin, the number of cell invasion was 502.00±45.60 in the NAT10 overexpression group and 105.00±20.50 in the NAT10 knockdown group, both statistically significant (P<0.05) compared with 219.00±31.50 in wild-type cells. In the presence of 10 μmol/L oxaliplatin, NAT10 overexpression enhanced the binding of PARP1 to NAT10 compared with wild-type cells, whereas the use of the NAT10 inhibitor Remodelin inhibited the mutual binding of the two. Overexpression of NAT10 induced PARP1 acetylation followed by increased PARP1 binding to XRCC1, and knockdown of NAT10 expression reduced PARP1 binding to XRCC1. Overexpression of NAT10 enhanced PARP1 binding to LIG3, while knockdown of NAT10 expression decreased PARP1 binding to LIG3. In 10 μmol/L oxaliplatin-treated cells, the γH2AX expression level was 0.38±0.02 in NAT10 overexpressing cells and 1.36±0.15 in NAT10 knockdown cells, both statistically significant (P<0.05) compared with 1.00±0.00 in wild-type cells. In 10 μmol/L oxaliplatin treated cells, the apoptosis rate was (6.54±0.68)% in the NAT10 overexpression group and (12.98±2.54)% in the NAT10 knockdown group, both of which were statistically significant (P<0.05) compared with (9.67±0.37)% in wild-type cells. Conclusion: NAT10 overexpression enhances the binding of NAT10 to PARP1 and promotes the acetylation of PARP1, which in turn prolongs the half-life of PARP1, thus enhancing PARP1 recruitment of DNA damage repair related proteins to the damage sites, promoting DNA damage repair and ultimately the survival of breast cancer cells.
Breast Neoplasms/enzymology*
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Cell Line, Tumor
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Drug Resistance, Neoplasm
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Female
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Humans
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MCF-7 Cells
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N-Terminal Acetyltransferases/metabolism*
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Organoplatinum Compounds/pharmacology*
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Oxaliplatin/pharmacology*
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X-ray Repair Cross Complementing Protein 1
7.Whole exome sequencing and trio analysis to broaden the variant spectrum of genes in idiopathic hypogonadotropic hypogonadism.
Jian ZHANG ; Shu-Yan TANG ; Xiao-Bin ZHU ; Peng LI ; Jian-Qi LU ; Jiang-Shan CONG ; Ling-Bo WANG ; Feng ZHANG ; Zheng LI
Asian Journal of Andrology 2021;23(3):288-293
Dozens of genes are associated with idiopathic hypogonadotropic hypogonadism (IHH) and an oligogenic etiology has been suggested. However, the associated genes may account for only approximately 50% cases. In addition, a genomic systematic pedigree analysis is still lacking. Here, we conducted whole exome sequencing (WES) on 18 unrelated men affected by IHH and their corresponding parents. Notably, one reported and 10 novel variants in eight known IHH causative genes (AXL, CCDC141, CHD7, DMXL2, FGFR1, PNPLA6, POLR3A, and PROKR2), nine variants in nine recently reported candidate genes (DCAF17, DCC, EGF, IGSF10, NOTCH1, PDE3A, RELN, SLIT2, and TRAPPC9), and four variants in four novel candidate genes for IHH (CCDC88C, CDON, GADL1, and SPRED3) were identified in 77.8% (14/18) of IHH cases. Among them, eight (8/18, 44.4%) cases carried more than one variant in IHH-related genes, supporting the oligogenic model. Interestingly, we found that those variants tended to be maternally inherited (maternal with n = 17 vs paternal with n = 7; P = 0.028). Our further retrospective investigation of published reports replicated the maternal bias (maternal with n = 46 vs paternal with n = 28; P = 0.024). Our study extended a variant spectrum for IHH and provided the first evidence that women are probably more tolerant to variants of IHH-related genes than men.
8.Analysis on Content Change and Transformation Rule of Main Characteristic Components in Stir-frying Process of Glycyrrhizae Radix et Rhizoma
Ya-qi LU ; Han-yan LUO ; Li-xia WANG ; Cong LIU ; Xiao ZHANG ; Xian-kuo YU ; Li-ying TANG ; Zhu-ju WANG
Chinese Journal of Experimental Traditional Medical Formulae 2020;26(10):100-106
Objective::To study on the content change and transformation rule of eight main characteristic components in stir-frying process of Glycyrrhizae Radix et Rhizoma. Method::The contents of liquiritin apioside, liquiritin, isoliquiritin apioside, isoliquiritin, liquiritigenin, isoliquiritigenin, glycyrrhizic acid and glycyrrhetinic acid in Glycyrrhizae Radix et Rhizoma were determined simultaneously by HPLC. The chromatographic conditions were Waters Symmetry® C18 column (4.6 mm×250 mm, 5 μm), and the mobile phase of acetonitrile (A)-0.05%phosphoric acid solution (B) for gradient elution (0-9 min, 19%-25%A; 9-18 min, 25%-34%A; 18-38 min, 34%-51%A; 38-58 min, 51%-89%A), the flow rate of 1 mL·min-1, the detection wavelengths at 320 nm (0-16 min), 276 nm (16-25 min), 370 nm (25-28 min), 254 nm (28-58 min), the injection volume of 10 μL and the column temperature at 30 ℃. Result::After stir-frying, the total content of three components with dihydroflavone as mother nucleus was decreased, while the total content of three components with chalcone as mother nucleus showed an upward trend, the content change of glycyrrhizic acid was not obvious, but glycyrrhetinic acid content showed a slight upward trend. When the monomer heating temperature reached 130 ℃, dihydroflavones and chalcones could be isomerized with each other, and with the increase of temperature, the isomerization became more obvious. When the heating temperature rose to 180 ℃ (isoliquiritin apioside was 130 ℃), in addition to the isomerization, the glucosidic bond of flavonoid glycosides began to break and gradually transformed into the corresponding secondary glycosides or aglycones. Glucosidic bond of glycyrrhizic acid could also be broken to form glycyrrhetinic acid, which was detected at 150 ℃. Conclusion::The change of chemical composition is complex during stir-frying process of Glycyrrhizae Radix et Rhizoma, in addition to the isomerization and glucosidic bonds breaking observed in this experiment, there may be other complex reactions. The content of one compound in the herb is affected by many factors during its processing, such as the time and temperature of frying, the stability of the compound itself and so on.
9. Literature Research on Traditional Chinese Medicine Therapeutic Principles and Methods and Common Prescriptions of Benign Prostatic Hyperplasia
Meng-ting WU ; Yuan-yuan SHI ; Ting WANG ; Pei-xuan ZHU ; Shan LIU ; Cong CHEN ; Qiong-yin FAN ; Ze-qi SU
Chinese Journal of Experimental Traditional Medical Formulae 2019;25(19):198-203
Objective:Define traditional Chinese medicine (TCM) therapeutic principles and methods and common prescriptions of benign prostatic hyperplasia (BPH) based on clinical experience of famous doctors. Method:China National Knowledge Infrastructure, China Biology Medicine disc, China Science and Technology Journal Database, Wanfang database were systematically retrieved for literatures of famous doctors in diagnosis and treatment of BPH from January 1, 1997 to December 31, 2018.A literature analysis database was established for integration and analysis of relevant content of TCM therapeutic principles and methods and prescriptions. SPSS 20.0 software was used for statistics to obtain TCM therapeutic principles and methods, common prescriptions and drug distribution regularity of BPH. Result:A total of 109 qualified literatures were included in this study, involving 66 famous doctors and experts, and 9 kinds of BPH therapeutic principles were obtained, including "treatment of both symptoms and root cause of disease", "tonification and purgation in combination", "coordination of Yin and Yang". There are 55 kinds of therapies, including "promoting blood circulation for removing blood stasis", "clearing heat and promoting dampness", "warming and recuperating kidney Yang", "softening and resolving hard mass" and " invigorating kidney Qi". And BPH was mostly diagnosed and treated based on kidney, spleen and lung. Through collection and summarization, totally 38 formulas commonly used in treating BPH obtained. The most commonly used ones were "Guizhi Fuling Wan", "Zishen Tongguan Wan", "Buzhong Yiqi Tang", " Bazheng Tang" and "Jisheng Shenqi Wan". There were 217 commonly used herbs, mainly including " Astragali Radix", "Rehmanniae Radix Praeparata", "Atractylodis Macrocephalae Rhizoma", "Glycyrrhizae Radix et Rhizoma", "Angelicae Sinensis Radix", "Radix Achyranthis Bidentatae", "Peach Kernel", "Pangolin Scales", "Vaccariae Semen", "Salviae Miltiorrhizae Radix et Rhizoma", "Poria", "Rhizoma Alismatis" and "Plantain Seed". Conclusion:The treatment of BPH is based on the principles of "treatment of both symptoms and root cause of disease, and tonification and purgation in combination". The commonly used therapies include prescription for "promoting blood circulation for removing blood stasis", "clearing heat and promoting dampness" and "warming and recuperating kidney Yang". The corresponding prescriptions shall be based on symptoms.
10.Characteristic dysbiosis of gut microbiota of Chinese patients with diarrhea-predominant irritable bowel syndrome by an insight into the pan-microbiome.
Zhe WANG ; Cong-Min XU ; Yi-Xuan LIU ; Xiao-Qi WANG ; Lu ZHANG ; Mo LI ; Shi-Wei ZHU ; Zhong-Jie XIE ; Pei-Hong WANG ; Li-Ping DUAN ; Huai-Qiu ZHU
Chinese Medical Journal 2019;132(8):889-904
BACKGROUND:
Irritable bowel syndrome (IBS) is reported associated with the alteration of gut microbial composition termed as dysbiosis. However, the pathogenic mechanism of IBS remains unclear, while the studies of Chinese individuals are scarce. This study aimed to understand the concept of dysbiosis among patients with Chinese diarrhea-predominant IBS (IBS-D), as a degree of variance between the gut microbiomes of IBS-D population and that of a healthy population.
METHODS:
The patients with IBS-D were recruited (assessed according to the Rome III criteria, by IBS symptom severity score) from the Outpatient Department of Gastroenterology of Peking University Third Hospital, and volunteers as healthy controls (HCs) were enrolled, during 2013. The 16S rRNA sequences were extracted from fecal samples. Ribosomal database project resources, basic local alignment search tool, and SparCC software were used to obtain the phylotype composition of samples and the internal interactions of the microbial community. Herein, the non-parametric test, Wilcoxon rank-sum test was carried out to find the statistical significance between HC and IBS-D groups. All the P values were adjusted to q values to decrease the error rate.
RESULTS:
The study characterized the gut microbiomes of Chinese patients with IBS-D, and demonstrated that the dysbiosis could be characterized as directed alteration of the microbiome composition leading to greater disparity between relative abundance of two phyla, Bacteroidetes (Z = 4.77, q = 1.59 × 10) and Firmicutes (Z = -3.87, q = 5.83 × 10). Moreover, it indicated that the IBS symptom features were associated with the dysbiosis of whole gut microbiome, instead of one or several certain genera even they were dominating. Two genera, Bacteroides and Lachnospiracea incertae sedis, were identified as the core genera, meanwhile, the non-core genera contribute to a larger pan-microbiome of the gut microbiome. Furthermore, the dysbiosis in patients with IBS-D was associated with a reduction of network complexity of the interacted microbial community (HC vs. IBS-D: 639 vs. 154). The disordered metabolic functions of patients with IBS-D were identified as the potential influence of gut microbiome on the host (significant difference with q < 0.01 between HC and IBS-D).
CONCLUSIONS
This study supported the view of the potential influence of gut microbiome on the symptom of Chinese patients with IBS-D, and further characterized dysbiosis in Chinese patients with IBS-D, thus provided more pathological evidences for IBS-D with the further understanding of dysbiosis.
Diarrhea
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microbiology
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Dysbiosis
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microbiology
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Feces
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microbiology
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Gastrointestinal Microbiome
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genetics
;
Humans
;
Irritable Bowel Syndrome
;
microbiology
;
Models, Theoretical
;
RNA, Ribosomal, 16S
;
genetics

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