1.Random forest algorithm-based prediction method for diabetic retinopathy
Ya-Bin ZHOU ; Jian-Dun LI ; Jing-Jing CHEN ; Fu-Song JIANG
Chinese Medical Equipment Journal 2024;45(11):8-14
Objective To propose a random forest(RF)algorithm-based prediction method for diabetic retinopathy(DR)to solve the problems due to multi feature dimension for detecting diabetes follow-up data and outliers and noises in the values of some indicators in the disease samples.Methods Firstly,the feature selection of the follow-up dataset of diabetic patients from the endocrinology and metabolism departments of Shanghai Jiao Tong University Affiliated Sixth People's Hospital and Kobe University Hospital in Japan was carried out using the Weka tool to screen out the features or subsets that were hightly correlated with DR;secondly,a model for assisting clinical diagnosis of DR was constructed based on feature subsets and RF algorithm;finally,model comparison experiments and ablation experiments were performed to validate the model performance and to determine which feature contributed the most to the model.Results The feature subset containing disease duration,glycosylated hemoglobin(HbA1c),thyroid stimulating hormone(TSH),total bilirubin(T-bilirubin),low density lipoprotein(LDL),serum creatinine(sCr)and albumin(ALB)correlated the most with RF.A model was constructed based on the above findings with RF algorithm,which behaved better than other models in terms of precision(0.92),accuracy(0.91),F1 score(0.91)and AUC(0.95).The results of ablation experiments showed that the disease duration contributed the most to the model,followed by albumin and serum creatinine,and then by LDL,total bilirubin,glycosylated hemoglobin and thyroid stimulating hormone.Conclusion The RF algorithm-based prediction method with high accuracy can be used for assisted diagnosis of DR.[Chinese Medical Equipment Journal,2024,45(11):8-14]
2.Applied anatomical study of facial artery branches in the nasolabial groove area
Yuan CONG ; Jing-Wen LIU ; Xiao-Xu SUN ; Chun-Ju ZHANG ; Ai-She DUN
Journal of Regional Anatomy and Operative Surgery 2024;33(10):882-886
Objective To observe the course and diameter of facial artery branches and its adjacent structures in nasolabial groove area and the positional relationship,so as to provide reference for clinicians to carry out facial cosmetic repair surgery.Methods A total of 40 adult head and neck specimens were dissected on the spot,and the course and position of the facial artery branches,facial vein and facial nerve in the nasolabial groove area were observed,their diameters were measured,and relevant data were recorded.Results There were 4 types of facial artery branches in the nasolabial groove area:type Ⅰ(upper lip type)accounted for 12.5%,type Ⅱ(nasal type)accounted for 62.5%,type Ⅲ(classical type)accounted for 20.0%,and type Ⅳ(double severe type)accounted for 5.0% .There were 4 kinds of positional relationship between the facial artery and the facial vein in the nasolabial groove area:42.5% of the orofacial artery was located on the medial side of the facial vein,32.5% of the orofacial artery was located on the lateral side of the facial vein,17.5% of the two were close to and wrapped in a fascial sheath,7.5% of the orofacial artery and the main trunk of the facial vein were crossed,and the vein was located in the deep surface of the artery.There were 3 kinds of positional relationship between the facial artery and the marginal mandibular branch of the facial nerve:87.5% of the facial artery was deep on the marginal mandibular branch of the facial nerve,7.5% of the facial artery was superficial on the marginal mandibular branch of the facial nerve,and 5.0% of the facial artery was held or surrounded by two branches of the marginal mandibular branch of the facial nerve on the superficial or deep surface.Conclusion The positional relationship among facial artery,facial vein and facial nerve in the nasolabial groove area is complicated.Familiarity with its positional relationship can avoid damaging blood vessels and nerves during the nasorabial groove surgery,reduce surgical complications and improve surgical safety.
3.Interventional Effect and Metabolomics Analysis of Linderae Radix on Fibrosis of Rats with Intrauterine Adhesions
Jing YAN ; Dun YANG ; Dongwei GUO ; Yajing WANG ; Liangli LIU ; Tianyang JIA ; Mingxia XIE
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(15):142-151
ObjectiveTo investigate the pharmacological effect and metabolic mechanism of Linderae Radix on the intrauterine adhesion (IUA) rat model. MethodAn IUA rat model was induced by mechanical injury and infection. Molecular biology and pharmacology techniques were employed to evaluate the inhibitory effect of Linderae Radix extract (LAE) on fibrosis in IUA. Serum metabolomics analysis based on gas chromatography-mass spectrometry (GC-MS) was conducted to explore the metabolic regulation mechanism of LAE. ResultAnimal experiments showed that LAE significantly improved the morphology and structural damage of uterine tissue cells in the IUA rat model, promoted endometrial proliferation, vascular regeneration, and morphological recovery, inhibited the mRNA expression of transforming growth factor-β1 (TGF-β1), Smad2, and Smad3, and increased the expression of Smad7 mRNA to suppress fibrosis. Additionally, LAE significantly suppressed the levels of estrogen (E2), follicle-stimulating hormone (FSH), luteinizing hormone (LH), and tumor necrosis factor-α (TNF-α) expression (P<0.01), thereby improving the uterine microenvironment. Metabolomics analysis revealed significant metabolic abnormalities in the serum of IUA rats compared with the results in the normal group, and nine differential metabolites were identified. LAE effectively ameliorated these metabolic abnormalities, primarily by influencing six differential metabolites, including five shared metabolites among the nine identified markers: L-aspartic acid, L-pyroglutamic acid, L-serine, glucose, and L-norvaline. Pathway enrichment analysis indicated that the aminoacyl-tRNA biosynthesis pathway was the main affecting mechanism. ConclusionIn combination with the pharmacological research results, LAE effectively improved uterine damage and inhibited fibrosis in the IUA rat model. Its mechanism may involve the inhibition of the aminoacyl-tRNA biosynthesis pathway and the improvement of the microenvironment.
4.Clinical analysis of 86 cases of acute fatty liver of pregnancy.
Cong Li LIU ; Dun Jin CHEN ; Chu Yi CHEN ; Xiu Hua ZHOU ; Yuan JIANG ; Jing Yu LIU ; Yue E CHEN ; Cheng Ran HU ; Jin Ju DONG ; Ping LI ; Min WEN ; Yan Hui LI ; Hui Li ZHANG
Chinese Journal of Obstetrics and Gynecology 2023;58(12):896-902
Objective: To investigate the clinical characteristics and maternal and fetal prognosis of pregnant women with acute fatty liver of pregnancy (AFLP). Methods: The clinical data of 86 AFLP pregnant women admitted to the Third Affiliated Hospital of Guangzhou Medical University from September 2017 to August 2022 were collected, and their general data, clinical characteristics, laboratory tests and maternal and fetal outcomes were retrospectively analyzed. Results: (1) General information: the age of the 86 pregnant women with AFLP was (30.8±5.4) years, and the body mass index was (21.0±2.5) kg/m2. There were 50 primiparas (58.1%, 50/86) and 36 multiparas (41.9%, 36/86). There were 64 singleton pregnancies (74.4%, 64/86) and 22 twin pregnancies (25.6%, 22/86). (2) Clinical characteristics: the main complaints of AFLP pregnant women were gastrointestinal symptoms, including epigastric pain (68.6%, 59/86), nausea (47.7%, 41/86), anorexia (46.5%, 40/86), vomiting (39.5%, 34/86). The main non-gastrointestinal symptoms were jaundice of skin and/or scleral (54.7%, 47/86), edema (38.4%, 33/86), fatigue (19.8%, 17/86), bleeding tendency (16.3%, 14/86), polydipsia or polyuria (14.0%, 12/86), skin itching (8.1%, 7/86), and 17.4% (15/86) AFLP pregnant women had no obvious symptoms. (3) Laboratory tests: the incidence of liver and kidney dysfunction and abnormal coagulation function in AFLP pregnant women was high, and the levels of blood ammonia, lactate dehydrogenase and lactic acid were increased, and the levels of hemoglobin, platelet and albumin decreased. However, only 24 cases (27.9%, 24/86) of AFLP pregnant women showed fatty liver by imageology examination. (4) Pregnancy outcomes: ① AFLP pregnant women had a high incidence of pregnancy complications, mainly including renal insufficiency (95.3%, 82/86), preterm birth (46.5%, 40/86), hypertensive disorders in pregnancy (30.2%, 26/86), gestational diabetes mellitus (36.0%, 31/86), fetal distress (24.4%, 21/86), pulmonary infection (23.3%, 20/86), disseminated intravascular coagulation (16.3%, 14/86), multiple organ dysfunction syndrome (16.3%, 14/86), hepatic encephalopathy (9.3%, 8/86), and intrauterine fetal death (2.3%, 2/86). ② Treatment and outcome of AFLP pregnant women: the intensive care unit transfer rate of AFLP pregnant women was 66.3% (57/86). 82 cases were improved and discharged after treatment, 2 cases were transferred to other hospitals for follow-up treatment, and 2 cases (2.3%, 2/86) died. ③ Neonatal outcomes: except for 2 cases of intrauterine death, a total of 106 neonates were delivered, including 39 cases (36.8%, 39/106) of neonatal asphyxia, 63 cases (59.4%, 63/106) of neonatal intensive care unit admission, and 3 cases (2.8%, 3/106) of neonatal death. Conclusions: AFLP is a severe obstetric complication, which is harmful to mother and fetus. In the process of clinical diagnosis and treatment, attention should be paid to the clinical manifestations and laboratory tests of pregnant women, early diagnosis and active treatment, so as to improve maternal and fetal outcomes.
Pregnancy
;
Infant, Newborn
;
Female
;
Humans
;
Adult
;
Retrospective Studies
;
Premature Birth/epidemiology*
;
Pregnancy Complications/diagnosis*
;
Fatty Liver/diagnosis*
;
Fetal Death
;
Stillbirth
5.Effects of Plant Growth-promoting Rhizobacteria on Physiological Characteristics and Inorganic Elements in Paris polyphylla var. yunnanensis
Jing-jing ZHAO ; Zhuo-wei LI ; Ling-feng XU ; Dong-qin GUO ; Hai-ling LI ; Nong ZHOU ; Bao-qing DUN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(2):166-174
ObjectiveTo study the effects of different plant growth-promoting rhizobacteria (PGPR) on the growth of Paris polyphylla var. yunnanensis seedlings and the quality of its medicinal parts, in order to provide reference for the cultivation of high-quality P. polyphylla var. yunnanensis. MethodThe pot culture experiment at room temperature and the single-factor completely random design were employed for exploring the effects of five PGPR on physiological characteristics and inorganic elements of P. polyphylla var. yunnanensis. ResultThe results showed that the exogenous inoculation of different PGPR promoted the growth and development of P. polyphylla var. yunnanensis to varying degrees, delayed the senescence of leaves, and improved the medicinal value of new and old rhizomes. Compared with the non-inoculated control, the exogenous inoculation of compound microbial fertilizer (FH) and microbial agent Sanju Guanjin liquid (SJ) enhanced the root vigor, increased the content of photosynthetic pigments and the activities of anti-oxidant enzymes [superoxide dismutase (SOD), catalase (CAT), and peroxidase (POD)], and reduced the content of malondialdehyde (MDA) in leaves. Their inhibition rates against MDA were 10.46%-39.62% and 20.99%-53.12%, respectively. With the growth of P. polyphylla var. yunnanensis, the inhibition rate against MDA gradually increased, which effectively delayed the senescence of P. polyphylla var. yunnanensis leaves. In addition, the exogenous inoculation of different PGPR promoted the accumulation of nutrient elements in new and old rhizomes, lowered the heavy metal content to varying degrees, and improved the medicinal value of P. polyphylla var. yunnanensis rhizomes. ConclusionFH and SJ have exhibited the best promoting effect on the growth of P. polyphylla var. yunnanensis seedlings and also the best regulatory effect on the medicinal value of P. polyphylla var. yunnanensis rhizomes, which has provided reference for the application and promotion of PGPR in the growth of P. polyphylla var. yunnanensis.
6.Adequate Animal Models of Hyperuricemia for Traditional Chinese Medicine Screening
Jing MENG ; Jing-zhuo TIAN ; Lian-mei WANG ; Yong ZHAO ; Chun-ying LI ; Yan YI ; Yu-shi ZHANG ; Jia-yin HAN ; Chen PAN ; Su-yan LIU ; Zhong XIAN ; Dun-fang WANG ; Sha-sha QIN ; Fang WANG ; Ai-hua LIANG
Chinese Journal of Experimental Traditional Medical Formulae 2021;27(17):46-56
Objective:To compare the characteristics of four commonly adopted animal models of hyperuricemia (HUA) for traditional Chinese medicine (TCM) screening, so as to choose the adequate model for screening Chinese herbs and herbal compounds capable of lowering the uric acid. Method:Fifty-four male SD rats were randomly divided into nine groups, namely the normal group, hypoxanthine (HX) + oxonic acid potassium salt (OAPS) model group, yeast extract (YE) + OAPS model group, low-dose adenine (AD) + ethambutol (EMB) model group, high-dose AD + EMB model group, and four positive drug allopurinol (Allo) groups. The modeling lasted for 14 d. The levels of serum uric acid (SUA), urinary uric acid (UUA), serum creatinine (SCr), urea nitrogen (BUN), kidney injury molecule 1 (KIM-1), and neutrophil gelatinase-associated lipocalin (NGAL) were detected on the 3rd, 7th, and 14th days. Urine was collected on the 7th and 14th days to investigate changes in urine volume, and the crystals in the residual urine were observed under a polarizing microscope. After the modeling, the kidney was harvested and weighed, followed by pathological examination. Result:The urine volumes in the HX + OAPS model group and high-dose AD + EMB model group were significantly reduced (
7.Mechanism of Wuwei Ganlu in treatment of knee osteoarthritis:a study based on network pharmacology and molecular docking.
Sang GENG ; Jing MA ; Yue REN ; Ba-Jia GONG ; Rang-Nan-Jia CAI ; Gong-Yu LI ; Zhu DUN ; Yan-Ling ZHANG
China Journal of Chinese Materia Medica 2021;46(16):4238-4243
Wuwei Ganlu, a formula for medicated bath, consists of medicinal materials of Ephedra sinica, Platycladus orientalis, Myricaria squamosa, Artemisia carvifolia, and Rhododendron anthopogonoides, which is effective in inducing perspiration, resisting inflammation, relieving pain, regulating yellow water disease, and activating blood circulation. On this basis, a variety of formulas for Tibetan medicated bath have been derived for the treatment of diseases in internal organs, joints, nerves, etc. Modern studies have confirmed that Wuwei Ganlu has a good therapeutic efficacy on knee osteoarthritis(KOA). The present study explored the mechanism of Wuwei Ganlu in treating KOA based on network pharmacology and molecular docking. Firstly, the chemical components of Wuwei Ganlu were obtained through literature mining and database retrieval, and corresponding potential targets were predicted according to the BATMAN-TCM database. The protein-protein interaction(PPI) network was obtained after the potential targets were input into the STRING database. The network function modules were analyzed by the Molecular Complex Detection(MCODE) algorithm, and the functions of the modules were annotated to analyze the action mode of Wuwei Ganlu. Secondly, the related targets of KOA were collected through the DisGeNET database, and the overlapping targets were confirmed to analyze the mechanism of Wuwei Ganlu in treating KOA. Finally, the key targets were selected for molecular docking with the main components of Wuwei Ganlu to verify the component-target interaction. A total of 550 chemical components and 1 365 potential targets of Wuwei Ganlu were obtained. PPI analysis indicated that this formula could exert the effects of oxidation-reduction, inflammation resistance, bone absorption, bone mineralization, etc. Nineteen common targets were obtained from the intersection of potential targets of Wuwei Ganlu and KOA disease targets. It was found that the Wuwei Ganlu mainly acts on nuclear factor-κB(NF-κB), interleukin-1 beta(IL1β), tumor necrosis factor(TNF), IL6, IL1 receptor antagonist(IL1 RN), and prostaglandin-endoperoxide synthase-2(PTGS2) to treat KOA. Among the 550 chemical components of Wuwei Ganlu, 252 potential active components were docked with TNF and 163 with PTGS2, indicating good binding of the components with potential key targets. The study preliminarily explored the mechanism of Wuwei Ganlu in treating KOA to provide a reference for the further development and utilization of Tibetan medicated bath that has been included in the UN Intangible Cultural Heritage.
Databases, Factual
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Drugs, Chinese Herbal
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Humans
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Inflammation
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Molecular Docking Simulation
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Osteoarthritis, Knee
8.Transcutaneous electrical acupoint stimulation improves pregnancy outcomes of in vitro fertilization- embryo transfer : A meta-analysis of randomized controlled trials.
Xu-Xin ZHAN ; Hong-Cai CAI ; Yong WANG ; Jing ZHAO ; Jiang GOU ; Wei QU ; Dun-Sheng MO
National Journal of Andrology 2021;27(9):825-832
Objective:
To evaluate the effect of transcutaneous electrical acupoint stimulation (TEAS) on the pregnancy outcomes of in vitro fertilization-embryo transfer (IVF-ET) based on the available clinical evidence.
METHODS:
We searched PubMed, MEDLINE, EMBASE, Cochrane Library, CNKI, VIP, CBM and Wanfang Database up to February 2021 for published randomized controlled trials (RCT) relevant to TEAS for the improvement of the pregnancy outcomes of IVF-ET. We performed literature screening, data extraction and quality evaluation according to the inclusion and exclusion criteria, followed by a meta-analysis with the RevMan 5.3 software.
RESULTS:
A total of 2 206 cases of IVF-ET from 9 RCTs were included, 1 018 in the TEAS group and 1 188 in the control. The clinical pregnancy rate was significantly higher in the TEAS than in the mock TEAS and non-TEAS control groups (RR = 1.85, 95% CI: 1.42-2.42, P < 0.001; RR = 1.23, 95% CI: 1.10-1.39, P = 0.0004), and so was it before and after oocyte retrieval (RR = 1.50, 95% CI: 1.03-2.17, P = 0.03; RR = 1.47, 95% CI: 1.12-1.92, P = 0.005). The TEAS group also showed dramatically improved embryo implantation rate (RR = 1.49, 95% CI: 1.24-1.79, P < 0.0001) and live birth rate (RR = 1.44, 95% CI: 1.04-1.98, P = 0.03) compared with the control.
CONCLUSIONS
As a safe and non-invasive treatment, TEAS can significantly improve the pregnancy outcomes of IVF-ET, with definite effectiveness. /.
Acupuncture Points
;
Embryo Transfer
;
Female
;
Fertilization in Vitro
;
Humans
;
Pregnancy
;
Pregnancy Outcome
;
Randomized Controlled Trials as Topic
9.Effect of combined treatment with acupuncture, moxibustion and medication on endometrial receptivity and expression of serum HOXA10 in polycystic ovary syndrome of kidney deficiency and blood stagnation.
Juan YANG ; Qiu-Ping LIN ; Xiu-Mi YOU ; Jun-Xin ZHANG ; Ying LIU ; Jian HUANG ; Jing-Jing DUN ; Shan HUANG ; Jin-Bang XU ; Feng JI
Chinese Acupuncture & Moxibustion 2020;40(11):1154-1158
OBJECTIVE:
To compare the clinical effect of the combined treatment of acupuncture, moxibustion, Chinese herbal medicine and western medication and simple western medication on polycystic ovary syndrome (PCOS) of kidney deficiency and blood stagnation pattern and explore the effect on endometrial receptivity and the expression of serum homeobox gene A10 (HOXA10).
METHODS:
A total of 60 patients with PCOS of kidney deficiency and blood stagnation pattern were randomized into a combined treatment group and a western medication group, 30 cases in each one. In the western medication group, on the fifth day of menstruation, clomiphene citrate tablets were taken orally, 50 mg each time, once daily, consecutively for 5 days. On the day when the follicle diameter was ≥ 18 mm, chorionic gonadotrophin for muscular injection, a dose of 10 000 U was given. Before sleep, the aspirin enteric-coated tablets were taken orally, 50 mg (except during menstruation). In the combined treatment group, on the base of the treatment as the western medication group, acupuncture and moxibustion were adopted and the Chinese herbal for tonifying the kidney and activating blood circulation was taken orally. The acupoints were Guanyuan (CV 4), Qihai (CV 6), Zusanli (ST 36), Sanyinjiao (SP 6), Zigong (EX-CA 1), etc. Acupuncture was remained for 30 min each time, once every two days and discontinued during menstruation. Chinese herbal was given from the 3rd day of menstruation till the onset of the next menstruation, one dose each day. After consecutive treatment for 3 menstrual cycles in the two groups, the real-time polymerase chain reaction (RT-PCR) method was adopted to determine the expression of serum HOXA10 before and after treatment in the patients of the two groups. The endometrial thickness at ovulatory phase, uterine arterial flow 7 days after ovulation [including uterine arterial pulsatility index (PI), resistance index (RI), peak systolic velocity (PSV)/end diastolic velocity (EDV), meaning S/D], pregnancy rate and the score of Chinese medicine symptoms before and after treatment were compared in the patients between the two groups.
RESULTS:
① After treatment, the expression of serum HOXA10 was higher than that before treatment in the patients of the two groups (
CONCLUSION
The combined treatment with acupuncture, moxibustion and medication effectively improves endometrial receptivity and uterine arterial flow in the patients with PCOS of kidney deficiency and blood stagnation pattern and increases pregnancy rate. The therapeutic effect is better than the simple western medication and its mechanism is probably related to the regulation of serum HOXA10 expression.
Acupuncture Points
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Acupuncture Therapy
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Female
;
Genes, Homeobox
;
Homeobox A10 Proteins
;
Humans
;
Kidney
;
Moxibustion
;
Polycystic Ovary Syndrome/genetics*
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Pregnancy
10.A novel variation in ATP1A3 gene in a child with CAPOS syndrome
Fan ZHANG ; Jing WANG ; Liping ZOU ; Mengna ZHANG ; Shuo DUN ; Guang YANG
Chinese Journal of Pediatrics 2020;58(3):233-235

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