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1.
J Am Soc Mass Spectrom ; 33(3): 436-445, 2022 Mar 02.
Article in English | MEDLINE | ID: mdl-35157458

ABSTRACT

Glycan structure identification is essential to understanding the roles of glycans in various biological processes. Previously, we developed GlycoDeNovo, a de novo algorithm for reconstructing glycan topologies from tandem mass spectra (MS/MS). In this work, we introduce GlycoDeNovo2 that contains two major improvements to GlycoDeNovo. First, we use the precursor mass measured for a peak that likely corresponds to a glycan to determine its potential compositions, which are used to constrain the search space, enable parallel computation, and hence speed up topology reconstruction. Second, we developed a procedure to calculate the empirical p-value of a reconstructed topology candidate. Experimental results are provided to demonstrate the effectiveness of GlycoDeNovo2.


Subject(s)
Algorithms , Glycopeptides , Polysaccharides , Sequence Analysis, Protein/methods , Tandem Mass Spectrometry/methods , Glycopeptides/analysis , Glycopeptides/chemistry , Polysaccharides/analysis , Polysaccharides/chemistry
2.
IEEE Trans Biomed Eng ; 68(9): 2666-2677, 2021 09.
Article in English | MEDLINE | ID: mdl-33378257

ABSTRACT

OBJECTIVE: Multiple Sclerosis (MS) is a neurological condition which widely affects people 50-60 years of age. While clinical presentations of MS are highly heterogeneous, mobility limitations are one of the most frequent symptoms. This study examines a machine learning (ML) framework for identifying MS through spatiotemporal and kinetic gait features. METHODS: In this study, gait data during self-paced walking on an instrumented treadmill from 20 persons with MS and 20 age, weight, height, and gender-matched healthy older adults (HOA) were obtained. We explored two strategies to normalize data and minimize dependence on subject demographics; size-normalization (standard body size-based normalization) and regress-normalization (regression-based normalization using scaling factors derived by regressing gait features on multiple subject demographics); and proposed an ML based methodology to classify individual strides of older persons with MS (PwMS) from healthy controls. We generalized both across different walking tasks and subjects. RESULTS: We observed that regress-normalization improved the accuracy of identifying pathological gait using ML when compared to size-normalization. When generalizing from comfortable walking to walking while talking, gradient boosting machine achieved the optimal subject classification accuracy and AUC of 94.3 and 1.0, respectively and for subject generalization, a multilayer perceptron resulted in the best accuracy and AUC of 80% and 0.86, respectively, both with regression-normalized data. CONCLUSION: The integration of gait data and ML may provide a viable patient-centric approach to aid clinicians in monitoring MS. SIGNIFICANCE: The results of this study have future implications for the way regression normalized gait features may be clinically used to design ML-based disease prediction strategies and monitor disease progression in PwMS.


Subject(s)
Multiple Sclerosis , Aged , Aged, 80 and over , Exercise Test , Gait , Humans , Machine Learning , Multiple Sclerosis/diagnosis , Walking
3.
Bioorg Med Chem Lett ; 29(23): 126723, 2019 12 01.
Article in English | MEDLINE | ID: mdl-31624042

ABSTRACT

Six novel target compounds 5-(4-hydroxyphenyl)-3H-1,2-dithiole-3-thione (ADT) based fibrates were synthesized and evaluated. All the synthesized compounds were preliminarily screened by using the Triton WR-1339-induecd hyperlipidemia model, in which T1 exhibited more potent hypolipidemic property than positive drug fenofibrate (FF). T1 also significantly decreased serum triglycerides (TG), total cholesterol (TC) and low density lipoprotein cholesterin (LDL) in methionine solution (Mets) induced hyperlipidemic mice. Moreover, hepatic transaminases (AST and ALT) were obviously ameliorated after treatment with T1 and the histological observation indicated that T1 ameliorated the injury in liver tissue and inhibited the hepatic lipid accumulation. In the livers of T1-administrated rat, the levels of PPARα related to lipids metabolism were up-regulated. Additional effects such as antioxidant, anti-inflammatory and H2S releasing action confirmed and reinforced the activity of T1 as a potential multifunctional hypolipidemic and hepatoprotective agent.


Subject(s)
Fibric Acids/chemical synthesis , Hypolipidemic Agents/therapeutic use , Lipid Metabolism/drug effects , Animals , Fibric Acids/chemistry , Hypolipidemic Agents/pharmacology , Male , Mice , Rats
4.
Bioorg Med Chem Lett ; 28(23-24): 3787-3792, 2018 12 15.
Article in English | MEDLINE | ID: mdl-30337230

ABSTRACT

Hypolipidemic effects of the newly synthesized 5-(4-hydroxyphenyl)-3H-1,2-dithiole-3-thione-based fibrates were evaluated in Triton WR-1339 and high-fat diet (HFD)-induced hyperlipidemic mice. Preliminary screening of all the synthesized compounds was done by using an acute model (Triton WR-1339 model), in which compound 6 shown more significant antidyslipidemic activity than fenofibrate (FF). The compound 6 was also found to reduce serum triglyceride (TG), total cholesterol (TC) and low density lipoprotein cholesterin (LDL) in HFD-induced hyperlipidemic mice. Moreover, compound 6 displayed hepatoprotective effect, a significant amelioration in hepatic indices (AST and ALT) toxicity was observed and the histological examination showed that compound 6 inhibited the development of hepatic lipid accumulation and ameliorated the damage in hepatic tissue compared to model mice. Additional effects such as the potent antioxidant and anti-inflammatory action confirmed and reinforced the efficacy of compound 6 as a new agent of dual-effect hypolipidemic and hepatoprotective activities.


Subject(s)
Fibric Acids/chemistry , Fibric Acids/therapeutic use , Hyperlipidemias/drug therapy , Hypolipidemic Agents/chemistry , Hypolipidemic Agents/therapeutic use , Thiones/chemistry , Thiones/therapeutic use , Thiophenes/chemistry , Thiophenes/therapeutic use , Animals , Diet, High-Fat/adverse effects , Fibric Acids/pharmacology , Hyperlipidemias/blood , Hyperlipidemias/etiology , Hyperlipidemias/metabolism , Hypolipidemic Agents/pharmacology , Lipid Metabolism/drug effects , Liver/drug effects , Liver/metabolism , Liver/pathology , Male , Mice , Protective Agents/chemistry , Protective Agents/pharmacology , Protective Agents/therapeutic use , Thiones/pharmacology , Thiophenes/pharmacology
5.
Bioorg Med Chem Lett ; 28(23-24): 3731-3735, 2018 12 15.
Article in English | MEDLINE | ID: mdl-30343953

ABSTRACT

Nitric oxide (NO) dysfunction has been found to be an important factor in both the development and progression of diabetic complications due to its many roles in the vascular system. Multifunctional compounds with hypoglycemic and endothelial protective action will be promising agents for the treatment of diabetes and its complications. In this study, a series of novel NO-donating sitagliptin derivatives and relevant metabolites were synthesized and evaluated as potential multifunctional hypoglycemic agents. All of synthetic compounds shown remarkable inhibitory activity against dipeptidyl peptidase IV (DPP-IV) in vitro and demonstrated excellent hypoglycemic activities in diabetic mice, similar to the activity of sitagliptin, and compounds T1-T4 shown different extents of NO-releasing abilities and potent antioxidant abilities in vivo. By screening in DPP-4, compound T4 was recognized as a potent DPP-4 inhibitor with the IC50 value of 0.060 µM. Docking study revealed compound T4 has a favorable binding mode. Furthermore, compounds T1-T4 exhibited different extents of NO-releasing abilities and excellent anti-platelet aggregation in vitro. The overall results suggested that T4 could help to the amelioration of endothelial dysfunction by reducing blood glucose, lessening oxidative stress and raising NO levels as well as inhibiting platelet aggregation. Based on this research, compound T4 deserves further investigation as potential new multifunctional anti-diabetic agent with antioxidant, anti-platelet aggregation and endothelial protective properties.


Subject(s)
Dipeptidyl-Peptidase IV Inhibitors/chemistry , Hypoglycemic Agents/chemistry , Nitric Oxide Donors/chemistry , Platelet Aggregation Inhibitors/chemistry , Sitagliptin Phosphate/analogs & derivatives , Animals , Blood Glucose/analysis , Blood Glucose/metabolism , Diabetes Mellitus, Experimental/drug therapy , Diabetes Mellitus, Experimental/metabolism , Dipeptidyl-Peptidase IV Inhibitors/chemical synthesis , Dipeptidyl-Peptidase IV Inhibitors/pharmacology , Dipeptidyl-Peptidase IV Inhibitors/therapeutic use , Humans , Hypoglycemic Agents/chemical synthesis , Hypoglycemic Agents/pharmacology , Hypoglycemic Agents/therapeutic use , Mice, Inbred ICR , Molecular Docking Simulation , Nitric Oxide/metabolism , Nitric Oxide Donors/chemical synthesis , Nitric Oxide Donors/pharmacology , Nitric Oxide Donors/therapeutic use , Oxidative Stress/drug effects , Platelet Aggregation/drug effects , Platelet Aggregation Inhibitors/chemical synthesis , Platelet Aggregation Inhibitors/pharmacology , Platelet Aggregation Inhibitors/therapeutic use , Sitagliptin Phosphate/chemical synthesis , Sitagliptin Phosphate/pharmacology , Sitagliptin Phosphate/therapeutic use
6.
Bioorg Med Chem Lett ; 28(18): 3119-3122, 2018 10 01.
Article in English | MEDLINE | ID: mdl-30119959

ABSTRACT

Oxidative stress has been regarded as the leading mechanism of the hepatotoxicity of clofibrate (CF). To achieve multifunctional novel hypolipidemic agents with hypolipidemia, antioxidant, and ameliorating liver injury, clofibric acid derivative hydroxytyrosol-clofibrate (CF-HT) was synthesized by molecular hybridization. CF-HT exhibited significant hypolipidemia, reducing serum triglyceride (TG), total cholesterol (TC), and malonaldehyde (MDA) by 30%, 33%, and 29% in hyperlipidemic mice induced by Triton WR 1339. CF-HT also shown hepatoprotective effect, a significant decrease in hepatic indices toxicity was observed, i.e. aspartate and lactate transaminases (AST and ALT) activities, alkalines phosphatases (ALP), and total bilirubin (TBIL) levels. The liver weight and liver coefficient were also ameliorated. Serum superoxide dismutase (SOD) was significantly elevated, and serum catalase (CAT) and malondialdehyde (MDA) content were remarkably restored. The hepatic glutathione (GSH) content was obviously increased and hepatic oxidized glutathione (GSSG) content was reduced dramatically by CF-HT, as compared to the CF treated mice (p < 0.05). Moreover, the histopathological damage that hepatocyte hyperplasia and hypertrophy was also significantly ameliorated by treatment with CF-HT. Therefore, the results indicated that CF-HT exerted more potent hypolipidemic activity and definite hepatoprotective effect which may mainly be associated with its antioxidative property in mice.


Subject(s)
Antioxidants/pharmacology , Clofibrate/pharmacology , Hepatocytes/drug effects , Hypolipidemic Agents/pharmacology , Phenylethyl Alcohol/analogs & derivatives , Animals , Antioxidants/administration & dosage , Antioxidants/chemistry , Body Weight/drug effects , Clofibrate/administration & dosage , Clofibrate/chemistry , Dose-Response Relationship, Drug , Hepatocytes/metabolism , Hypolipidemic Agents/administration & dosage , Hypolipidemic Agents/chemistry , Male , Mice , Mice, Inbred ICR , Molecular Structure , Organ Size/drug effects , Phenylethyl Alcohol/administration & dosage , Phenylethyl Alcohol/chemistry , Phenylethyl Alcohol/pharmacology , Polyethylene Glycols/pharmacology , Structure-Activity Relationship
7.
Biomed Pharmacother ; 99: 715-724, 2018 Mar.
Article in English | MEDLINE | ID: mdl-29710469

ABSTRACT

Hydroxytyrosol (HT) is a natural polyphenol antioxidant that exists in olive oil. In the study of multifunctional hypolipidemic of nicotinic derivatives, we found that hydroxytyrosol nicotinate (HT-N) incorporation of niacin with HT displayed ?-glucosidase inhibitory activities in vitro, such as yeast ?-glucosidase (IC50?=?117.72??M) and rat intestinal ?-glucosidases maltase (IC50?=?31.86??M) and sucrase (IC50?=?22.99??M), and had a good control of postprandial blood glucose (PBG). HT-N shown significantly hypoglycemic action by 16.9% and protection of pancreatic tissue in type 2 diabetic mellitus (T2DM) mouse model. HT-N also shown a potent antioxidant activity and property of anti-glycation in vitro, which were benefit for ameliorating diabetic complications. Moreover, HT-N exhibited much significant hypolipidemia, lowering plasma triglyceride (TG), total cholesterol (TC), and malonaldehyde (MDA) by 34.6%, 45.8% and 32.1% respectively, in hyperlipidemic mice induced by Triton WR 1339. The results indicated that HT-N has hypolipidemic, hypoglycemic and antioxidant actions. All these properties could be conducive to amelioration of oxidative stress, hyperlipidemia, and diabetes that HT-N may serve as a multifunctional potential therapeutic strategy in diabetic patients with hyperlipidemia.


Subject(s)
Hypoglycemic Agents/pharmacology , Hypolipidemic Agents/pharmacology , Niacin/pharmacology , Phenylethyl Alcohol/analogs & derivatives , Animals , Antioxidants/administration & dosage , Antioxidants/chemistry , Antioxidants/pharmacology , Blood Glucose/drug effects , Diabetes Mellitus, Experimental/drug therapy , Diabetes Mellitus, Type 2/drug therapy , Hyperlipidemias/drug therapy , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/chemistry , Hypolipidemic Agents/administration & dosage , Hypolipidemic Agents/chemistry , Inhibitory Concentration 50 , Lipids/blood , Male , Mice , Niacin/administration & dosage , Niacin/chemistry , Oxidative Stress/drug effects , Phenylethyl Alcohol/administration & dosage , Phenylethyl Alcohol/chemistry , Phenylethyl Alcohol/pharmacology , Rats
8.
Biomed Pharmacother ; 95: 1749-1758, 2017 Nov.
Article in English | MEDLINE | ID: mdl-28962080

ABSTRACT

Dyslipidemia, oxidative stress and inflammation are major risky factors involved in the pathophysiology of type 2 diabetes mellitus and atherosclerosis. Multifunctional intervene is more meaningful. The aim of this study was to evaluate the multifunctional effects of two new compounds, combination of fenofibric acid (FA) with tyrosol (T) or hydroxytyrosol (HT). Compared with fenofibrate (FF), FF-HT exhibited excellent antioxidant capacities in vitro and much improved hypolipidemia, reducing plasma triglyceride (TG), total cholesterol (TC), and malonaldehyde (MDA) by 76%, 54%, and 28%, while FF-T decreased the plasma parameters by 16%, 10%, and 20% in hyperlipidemic mice induced by Triton WR 1339. Furthermore, compound FF-HT exhibited significant antihyperglycemic, antihyperlipidemic, antioxidant and anti-inflammatory activities as well as attenuating hepatotoxicity in a type 2 diabetes experimental mouse model. The histological findings showed that FF-HT suppressed the development of hepatic lipid accumulation and ameliorated the damage in hepatic and pancreatic tissues compared to model mice. This study indicates for the first time that reasonable optimized drug design produce a compound entity which is conducive to the prevention of type 2 diabetes mellitus and its complications.


Subject(s)
Diabetes Mellitus, Experimental/drug therapy , Diabetes Mellitus, Type 2/drug therapy , Fenofibrate/pharmacology , Phenylethyl Alcohol/analogs & derivatives , Animals , Anti-Inflammatory Agents/administration & dosage , Anti-Inflammatory Agents/chemistry , Anti-Inflammatory Agents/pharmacology , Antioxidants/administration & dosage , Antioxidants/chemistry , Antioxidants/pharmacology , Chemistry, Pharmaceutical , Drug Design , Fenofibrate/administration & dosage , Fenofibrate/chemistry , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/chemistry , Hypoglycemic Agents/pharmacology , Hypolipidemic Agents/administration & dosage , Hypolipidemic Agents/chemistry , Hypolipidemic Agents/pharmacology , Male , Mice , Mice, Inbred ICR , Oxidative Stress/drug effects , Phenylethyl Alcohol/administration & dosage , Phenylethyl Alcohol/chemistry , Phenylethyl Alcohol/pharmacology
9.
Bioorg Med Chem ; 25(16): 4407-4413, 2017 08 15.
Article in English | MEDLINE | ID: mdl-28651914

ABSTRACT

Phenylsulfonyfuroxan nitric oxide (NO)-donor phenols were designed, synthesized and evaluated. The compounds were designed through a symbiotic approach using selected phenols and phenylsulfonylfuroxan NO-donor. The antioxidant activities of the hybrid compounds T2-T6 showed to be good in vivo. Compounds T4 and T6 revealed excellent yeast α-glucosidase inhibitory activity and anti-glycosylation activity. All of the compounds exhibited strong NO releasing activity and significant anti-platelet aggregation activity. The inhibition of platelet aggregation was more than 50% at low concentration (1.5µM) and 95% at higher concentration (15µM and 150µM). The vasodilatation experiment demonstrated that the six compounds under test exhibited definite vasodilation activity (pIC50 ranged from 5.698 to 6.383), especially compound T6 (pIC50 was 6.383) which was similar to sodium nitroprusside (pIC50 was 6.786). Both anticoagulant and vasodilatation effects were correlated with their NO releasing activities. These hybrid phenylsulfonyfuroxan-based NO-donor phenols offer a multifunctional prodrug design concept for the development of therapeutic or preventive agents for metabolic syndrome.


Subject(s)
Antioxidants/pharmacology , Glycoside Hydrolase Inhibitors/pharmacology , Nitric Oxide Donors/pharmacology , Oxadiazoles/pharmacology , Phenols/pharmacology , Platelet Aggregation Inhibitors/pharmacology , alpha-Glucosidases/metabolism , Antioxidants/chemical synthesis , Antioxidants/chemistry , Dose-Response Relationship, Drug , Glycoside Hydrolase Inhibitors/chemical synthesis , Glycoside Hydrolase Inhibitors/chemistry , Humans , Molecular Structure , Nitric Oxide/metabolism , Nitric Oxide Donors/chemical synthesis , Nitric Oxide Donors/chemistry , Oxadiazoles/chemical synthesis , Oxadiazoles/chemistry , Phenols/chemical synthesis , Phenols/chemistry , Platelet Aggregation/drug effects , Platelet Aggregation Inhibitors/chemical synthesis , Platelet Aggregation Inhibitors/chemistry , Saccharomyces cerevisiae/enzymology , Structure-Activity Relationship
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