A novel multi-layer prediction approach for sweetness evaluation based on systematic machine learning modeling.

Nowadays, computational approaches have drawn more and more attention when exploring the relationship between sweetness and chemical structure instead of traditional experimental tests. In this work, we proposed a novel multi-layer sweetness evaluation system based on machine learning methods. It can be used to evaluate sweet properties of compounds with different chemical spaces and categories, including natural, artificial, carbohydrate, non-carbohydrate, nutritive and non-nutritive ones, suitable for different application scenarios. Furthermore, it provided quantitative predictions of sweetness. In addition, sweetness-related chemical basis and structure transforming rules were obtained by using molecular cloud and matched molecular pair analysis (MMPA) methods. This work systematically improved the data quality, explored the best machine learning algorithm and molecular characterizing strategy, and finally obtained robust models to establish a multi-layer prediction system (available at: https://github.com/ifyoungnet/ChemSweet). We hope that this study could facilitate food scientists with efficient screening and precise development of high-quality sweeteners.

[The epidemiological characteristic of 97,823 cases of pre-hospital medical care in Guangzhou city].

OBJECTIVE: To investigate the epidemiological information of patients in pre-hospital medical care in Guangzhou city, and to explore the characteristics of the patients. METHODS: The data in the year of 2008 were retrieved from the computer database of Guangzhou Emergency Medical Rescue Command Center. RESULTS: (1)In a total of 969 410 calls received, the time of distribution was found to be mainly between 16:00 and 18:00 [11.78% (114 224)], and least frequently between 04:00 and 06:00 [2.40% (23 237)]. (2)Among 109 682 dispatches of ambulances, Baiyun district received the most [26.77% (29 364)], and followed by Haizhu district [18.30% (20 069)], Tianhe district [18.20% (19 962)], respectively. (3)Among 97 823 cases of pre-hospital medical care, death rate of the male patients was higher than the female [amount: 57.65% (56 394) vs. 38.48% (37 641), mortality: 59.17% (3 269) vs. 33.95% (1 876)]. (4)In 9 7823 cases of pre-hospital medical care, trauma constituted the highest rate [34.57% (33 820)], especially traffic accidents [11.56% (11 307)], and the age of most of the patients ranged between 21 and 50. Disease of the nervous system ranged the second, followed by diseases of circulatory system, respiratory system and digestive system, and most of them were over 51 years old, and most frequently above 70. (5)In 97 823 cases of pre-hospital medical care, there were 5 525 deaths (5.65%), in whom the circulatory system diseases ranged first (especially sudden death) [33.07% (1 827)], followed by unclassified diseases [29.79% (1 646)], trauma [15.67% (866)], respiratory diseases [7.48% (413)], and neurological emergency illnesses [5.95% (329)]. The age of deceased was far older than 51, particularly 70. The age of most of the deceased was above 61, and age of traumatic death was 21-40. CONCLUSION: (1) It is very important to reduce the death rate of the middle-old aged patients by strengthening prevention and timely treatment of cardiovascular and cerebrovascular diseases, and improve the medical strategies in emergency care, in order to lower the death rate during emergency.(2)It is very important to emphasize safely in production lines and to strengthen traffic regulations in order to reduce the incidence of trauma, thus it is especially traffic accident, expect that the death rate of trauma could be lowered.

[Effects of electroacupuncture "Shuigou" on expression of soluble guanylate cyclase(sGC) and protein kinase G (PKG)in vascular smooth muscle of cerebral artery in rats with cerebral infarction].

OBJECTIVE: To observe the effect of electroacupuncture (EA) on the expression of soluble guanylate cyclase (sGC), cyclic guanosine phosphate (cGMP) and protein kinase G (PKG) of cerebral vascular smooth muscle in cerebral infarction (CI) rats, so as to study its dynamic regulation mechanism. METHODS: Male Wistar rats were randomly divided into normal control (n=10), sham operation (n=40), model (n=40), and EA (n=40) groups, and the latter three groups were further di-vided into 3, 6, 12 and 24 h subgroups (n=10 in each subgroup). The CI model was established by occlusion of the middle cerebral artery (MCAO). EA(15 Hz, 2 mA)was applied to "Shuigou" (GV26) for 20 min. The cGMP, sGC and PKG activity and expression levels in the vascular smooth muscle of cerebral artery were detected using ELISA and Western blot, respectively. RESULTS: After modeling, the immunoactivity and activities of sGC at 3 h, PKG at 3 and 6 h and cGMP from 3 h to 24 h were ob-viously decreased in the model group relevant to the normal control and sham-operation groups (P<0.05, P<0.01). After the intervention, the expression levels and activities of sGC at 3 h, PKG at 3 and 6 h and cGMP at 3 and 6 h were apparently up-regulated in the EA group relevant to the model group (P<0.05). CONCLUSION: EA intervention can significantly inhibit the down-regulation of sGC, PKG and cGMP expression of cerebral artery smooth muscle in MCAO model rats, which plays an important role in inhibiting cerebral artery smooth muscle spasm after ischemia, maintaining normal vascular function and state, and thus increasing blood perfusion around cerebral infarction area. However, acupuncture effect has a certain time-effectiveness.

[Effects of electroacupuncture on skeletal muscle and blood glucose in rats with diabetic amyotrophy].

OBJECTIVE: To explore the effects of electroacupuncture (EA) on skeletal muscle and blood glucose in rats with diabetic amyotrophy. METHODS: Among 40 SD rats, 10 rats were randomly selected into the control group and received no treatment. The remaining 30 rats were treated with intraperitoneal injection of streptozotocin (STZ, 60 mg/kg) to establish diabetes mellitus (DM) model, and then the rats were treated with vascular ligation at right posterior limb to establish amyotrophy model. The rats with diabetic amyotrophy were randomly divided into a model group and an EA group, 10 rats in each group (10 rats were excluded due to unsuccessful model establishment and death). The rats in the EA group was treated with EA at right-side "Yishu (EX-B 3)" "Shenshu (BL 23)" "Zusanli (ST 36)" and "Sanyinjiao (SP 6)", disperse-dense wave, 2 Hz/ 15 Hz, 20 minutes each time, once a day for 3 weeks. Before and after EA treatment, the blood sample was collected from inner canthus and the "glucose oxidase-peroxidase" method was used to detect fasting blood glucose level; ELISA method was used to detect insulin content. At the end of the treatment, HE staining method was used to observe the morphology of ischemic skeletal muscle in the right hindlimb; the real-time PCR method was used to detect the mRNA expression of muscle atrophy F-box (MAFbx), muscle ring finger-1 (MuRF1) and forkhead box O3a (FOXO3a) in the ischemic skeletal muscle tissue of right hindlimb. RESULTS: Before the treatment, the body mass in the model group and EA group was lower than that in the control group (P<0.01); after the treatment, the body mass in the control group was increased, while the body mass in the model group and EA group was decreased (P<0.01). Compared with the control group, the fasting blood glucose was significantly increased and insulin content was significantly decreased in the model group (P<0.01); compared with the model group, the fasting blood glucose was significantly decreased and the insulin content was significantly increased in the EA group after treatment (P<0.01). The muscle fibers of the model group were obviously broken, the number of the nuclei decreased, and the nuclei shrinked or even dissolved; the morphology of the muscle tissue of the EA group after intervention was improved compared with the model group. Compared with the control group, the cross-sectional area of ischemic skeletal muscle cells in the right hindlimb in the model group was decreased (P<0.01); compared with the model group, the cross-sectional area of ischemic skeletal muscle cells in the right hindlimb was increased in EA group (P<0.05). Compared with the control group, the levels of MAFbx, MuRF1 and FOXO3a mRNA in the right hindlimb ischemic skeletal muscle in the model group were increased significantly (P<0.01, P<0.05); compared with the model group, the levels of MAFbx, MuRF1 and FOXO3a mRNA in the EA group were decreased significantly (P<0.05, P<0.01). CONCLUSION: EA may play a role in the treatment of diabetic amyotrophy by inducing FOXO3a to reduce the transcription of MAFbx and MuRF1.

Knockdown of angiopoietin-like 4 inhibits the development of human gastric cancer.

Human gastric cancer (GC) is the second most common cause of cancer-related deaths worldwide and is one of the most common metastatic cancers. Tumor proliferation, apoptosis, metastasis and invasion are important predictors of the invasiveness of GC and are key factors in cancer-induced death. Angiopoietin-like 4 (ANGPTL4) is a secreted protein that belongs to the angiopoietin (ANGPTL) family and is involved in the regulation of cancer metastasis. However, whether ANGPTL4 plays a role in the progression of GC remain unclear. In the present study, immunoreactivity of ANGPTL4 demonstrated that ANGPTL4 expression was upregulated in GC tissues with the development of GC. The siRNA targeting ANGPTL4 effectively knocked down ANGPTL4 in the SNU­1 and BGC823 cell lines at the mRNA and protein levels. Following ANGPTL4 downregulation, the proliferation and invasion abilities of GC cell lines were suppressed as determined by MTT and Transwell assays, and cell apoptosis level and sensitivity to cisplatin were increased as determined by flow cytometry and MTT assay. In conclusion, these findings suggest that ANGPTL4 may be a new potential therapeutic target for GC.

[Risk stratification and prognostic evaluation of patients with pulmonary thromboembolism].

OBJECTIVE: To explore the risk stratification and prognostic evaluation of pulmonary thromboembolism (PTE). METHODS: The clinical data of 46 patients suffering from PTE diagnosed by ventilation perfusion scan or spiral CT pulmonary angiography admitted to our hospital from January 2002 to December 2006 were analyzed retrospectively. RESULTS: The total mortality was 33% (15/46 cases). The mortality in the group whose cardiac troponin I was positive (n=11) was 82% (9/11 cases), 17% (6/35 cases)when troponin I was negative (n=35). The mortality in normal electrocardiogram (ECG) group (n=14) and abnormal group (n=32) was 7% (1/14 cases) and 44% (14/32 cases) respectively. The mortality in the group with right ventricular dilatation (right ventricular diastolic dimension/left ventricular diastolic dimension > or =0.6) as shown by echocardiography (n=20) and without right ventricular dilatation (n=26) right ventricular diastolic dimension/left ventricular diastolic dimension<0.6) was 55% (11/20 cases) and 15% (4/26 cases) respectively. The mortality in the group whose pulmonary arterial obstruction index shown by spiral CT pulmonary angiography <0.6 (n=19) and > or =0.6 (n=11) was 5% (1/19 cases) and 91% (10/11 cases) respectively. The mortality between above groups showed statically significant difference (all P<0.05). CONCLUSION: Cardiac troponin I, ECG, right ventricular dilatation by echocardiography and pulmonary arterial obstruction index by spiral CT pulmonary angiography may be taken as indices for risk stratification and prognostic evaluation of patients with PTE, and they may be helpful in optimizing treatment strategies.

Changes of the immunological barrier of intestinal mucosa in rats with sepsis.

BACKGROUND: Sepsis has become the greatest threat to in-patients, with a mortality of over 25%. The dysfunction of gut barrier, especially the immunological barrier, plays an important role in the development of sepsis. This dysfunction occurs after surgery, but the magnitude of change does not differentiate patients with sepsis from those without sepsis. Increased intestinal permeability before surgery is of no value in predicating sepsis. The present study aimed to observe the changes of intestinal mucosal immunologic barrier in rat models of sepsis induced by cecal ligation and puncture. METHODS: Sixty Sprague-Dawley rats were randomly divided into a sepsis group (n=45) and a control group (n=15). The rats in the sepsis group were subjected to cecal ligation and puncture (CLP), whereas the rats in the control group underwent a sham operation. The ileac mucosa and segments were harvested 3, 6 and 12 hours after CLP, and blood samples were collected. Pathological changes, protein levels of defensin-5 (RD-5) and trefoil factor-3 (TFF3) mRNA, and lymphocytes apoptosis in the intestinal mucosa were determined. In an additional experiment, the gut-origin bacterial DNA in blood was detected. RESULTS: The intestinal mucosa showed marked injury with loss of ileal villi, desquamation of epithelium, detachment of lamina propria, hemorrhage and ulceration in the sepsis group. The expression of TFF3 mRNA and level of RD-5 protein were decreased and the apoptosis of mucosal lymphocyte increased (P<0.05) in the sepsis group compared with the control group. Significant differences were observed in RD-5 and TFF3 mRNA 3 hours after CLP and they were progressively increased 6 and 12 hours after CLP in the sepsis group compared with the control group (P<0.05, RD-5 F=11.76, TFF3 F=16.86 and apoptosis F=122.52). In addition, the gut-origin bacterial DNA detected in plasma was positive in the sepsis group. CONCLUSION: The immunological function of the intestinal mucosa was impaired in septic rats and further deteriorated in the course of sepsis.

[Analysis of acute cerebral arterial thrombosis with multiple organ dysfunction syndrome].

OBJECTIVE: To investigate the incidence, case fatality and risk factors of acute cerebral arterial thrombosis complicated by multiple organ dysfunction syndrome (MODS). METHODS: A retrospective study was conducted in 830 patients with acute cerebral arterial thrombosis, among whom 89 also developed MODS. RESULTS: The incidence of MODS in these patients was 10.7% with case fatality of 58.4%. The presence of concurrent infection and increased number of organ involved both resulted in higher case fatality. The preceding health status, number of failing organs and score of neurologic impairment were the main fetal factors according to logistic regression analysis. CONCLUSION: MODS usually occurs in two weeks after the onset of acute cerebral arterial thrombosis. Prevention of MODS involves rigorous treatment of the compromised organs and comprehensive systemic therapy in addition to the management of the primary diseases.