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1.
BMC Bioinformatics ; 25(1): 183, 2024 May 09.
Article in English | MEDLINE | ID: mdl-38724908

ABSTRACT

BACKGROUND: In recent years, gene clustering analysis has become a widely used tool for studying gene functions, efficiently categorizing genes with similar expression patterns to aid in identifying gene functions. Caenorhabditis elegans is commonly used in embryonic research due to its consistent cell lineage from fertilized egg to adulthood. Biologists use 4D confocal imaging to observe gene expression dynamics at the single-cell level. However, on one hand, the observed tree-shaped time-series datasets have characteristics such as non-pairwise data points between different individuals. On the other hand, the influence of cell type heterogeneity should also be considered during clustering, aiming to obtain more biologically significant clustering results. RESULTS: A biclustering model is proposed for tree-shaped single-cell gene expression data of Caenorhabditis elegans. Detailedly, a tree-shaped piecewise polynomial function is first employed to fit non-pairwise gene expression time series data. Then, four factors are considered in the objective function, including Pearson correlation coefficients capturing gene correlations, p-values from the Kolmogorov-Smirnov test measuring the similarity between cells, as well as gene expression size and bicluster overlapping size. After that, Genetic Algorithm is utilized to optimize the function. CONCLUSION: The results on the small-scale dataset analysis validate the feasibility and effectiveness of our model and are superior to existing classical biclustering models. Besides, gene enrichment analysis is employed to assess the results on the complete real dataset analysis, confirming that the discovered biclustering results hold significant biological relevance.


Subject(s)
Caenorhabditis elegans , Single-Cell Analysis , Caenorhabditis elegans/genetics , Caenorhabditis elegans/metabolism , Animals , Single-Cell Analysis/methods , Cluster Analysis , Gene Expression Profiling/methods , Algorithms
2.
Sci Rep ; 10(1): 21967, 2020 12 15.
Article in English | MEDLINE | ID: mdl-33319827

ABSTRACT

Extracellular acidosis is considered as a hallmark of most human tumors, which plays an important role in promoting tumor malignant and aggressive phenotype in tumorigenesis. Acidosis and lactic acidosis can induce different responses in tumors. Previous studies have associated the response to lactic acidosis of tumors with good survival outcomes. In this study, we investigated the metabolomic changes in triple negative and luminal subtype breast cancer cell lines in response to acidosis and lactic acidosis. Our results showed that acidosis results in the reduction of cell viability and glycolysis in breast cancer cells, which is reversely correlated with the malignancy of cell lines. Under lactic acidosis, this reduction is reversed slightly. Untargeted metabolomic profiling revealed that glutaminolysis and fatty acid synthesis in cancer cells under acidosis are increased, while TCA cycle and glycolysis are decreased. Under lactic acidosis, the pentose phosphate pathway and acetate release are increased in MDA-MB-231 cells. The current results uncovered the different metabolic responses of breast cancer cells to acidosis and lactic acidosis, demonstrating the power of combined untargeted and stable isotope assisted metabolomics in comprehensive metabolomic analysis.


Subject(s)
Acidosis/metabolism , Breast Neoplasms/metabolism , Lactic Acid/metabolism , Metabolomics , Breast Neoplasms/pathology , Cell Line, Tumor , Female , Glycolysis , Humans , Isotopes/metabolism
3.
J Proteomics ; 200: 11-27, 2019 05 30.
Article in English | MEDLINE | ID: mdl-30890455

ABSTRACT

An extract prepared from species of Paris is the most widely consumed herbal product in China. The genus Paris includes a variety of genotypes with different medicinal component contents but only two are defined as official sources. Closely related species have different medicinal properties because of differential expression of proteins and metabolites. To better understand the molecular basis of these differences, we examined proteomic and metabolomic changes in rhizomes of P. polyphylla var. chinensis, P. polyphylla var. yunnanensis, and P. fargesii var. fargesii using a technique known as sequential window acquisition of all theoretical mass spectra as well as gas chromatography-time-of-flight mass spectrometry. In total, 419 proteins showed significant abundance changes, and 33 metabolites could be used to discriminate Paris species. A complex analysis of proteomic and metabolomic data revealed a higher efficiency of sucrose utilization and an elevated protein abundance in the sugar metabolic pathway of P. polyphylla var. chinensis. The pyruvate content and efficiency of acetyl-CoA-utilization in saponin biosynthesis were also higher in P. polyphylla var. chinensis than in the other two species. The results expand our understanding of the proteome and metabolome of Paris and offer new insights into the species-specific traits of these herbaceous plants. SIGNIFICANCE: The traditional Chinese medicine Paris is the most widely consumed herbal product for the treatment of joint pain, rheumatoid arthritis and antineoplastic. All Paris species have roughly the same morphological characteristics; however, different members have different medicinal compound contents. Efficient exploitation of genetic diversity is a key factor in the development of rare medicinal plants with improved agronomic traits and malleability to challenging environmental conditions. Nevertheless, only a partial understanding of physiological and molecular mechanisms of different plants of Paris can be achieved without proteomics. To better understand the molecular basis of these differences and facilitate the use of other Paris species, we examine proteomic metabolomic changes in rhizomes of Paris using the technique known as SWATH-MS and GC/TOF-MS. Our research has provided information that can be used in other studies to compare metabolic traits in different Paris species. Our findings can also serve as a theoretical basis for the selection and cultivation of other Paris species with a higher medicinal value.


Subject(s)
Melanthiaceae/metabolism , Metabolome , Metabolomics , Plant Proteins/metabolism , Proteome/metabolism , Proteomics
4.
Metabolomics ; 14(4): 40, 2018 02 27.
Article in English | MEDLINE | ID: mdl-30830323

ABSTRACT

INTRODUCTION: Hypoxia commonly occurs in cancers and is highly related with the occurrence, development and metastasis of cancer. Treatment of triple negative breast cancer remains challenge. Knowledge about the metabolic status of triple negative breast cancer cell lines in hypoxia is valuable for the understanding of molecular mechanisms of this tumor subtype to develop effective therapeutics. OBJECTIVES: Comprehensively characterize the metabolic profiles of triple negative breast cancer cell line MDA-MB-231 in normoxia and hypoxia and the pathways involved in metabolic changes in hypoxia. METHODS: Differences in metabolic profiles affected pathways of MDA-MB-231 cells in normoxia and hypoxia were characterized using GC-MS based untargeted and stable isotope assisted metabolomic techniques. RESULTS: Thirty-three metabolites were significantly changed in hypoxia and nine pathways were involved. Hypoxia increased glycolysis, inhibited TCA cycle, pentose phosphate pathway and pyruvate carboxylation, while increased glutaminolysis in MDA-MB-231 cells. CONCLUSION: The current results provide metabolic differences of MDA-MB-231 cells in normoxia and hypoxia conditions as well as the involved metabolic pathways, demonstrating the power of combined use of untargeted and stable isotope-assisted metabolomic methods in comprehensive metabolomic analysis.


Subject(s)
Hypoxia/metabolism , Isotope Labeling , Metabolomics , Triple Negative Breast Neoplasms/metabolism , Humans , Triple Negative Breast Neoplasms/diagnosis , Tumor Cells, Cultured
5.
Anal Biochem ; 517: 50-52, 2017 Jan 15.
Article in English | MEDLINE | ID: mdl-27845029

ABSTRACT

A quenching, harvesting, and extraction protocol was optimized for cardiomyocytes NMR metabonomics analysis in this study. Trypsin treatment and direct scraping cells in acetonitrile were compared for sample harvesting. The results showed trypsin treatment cause normalized concentration increasing of phosphocholine and metabolites leakage, since the trypsin-induced membrane broken and long term harvesting procedures. Then the intracellular metabolite extraction efficiency of methanol and acetonitrile were compared. As a result, washing twice with phosphate buffer, direct scraping cells and extracting with acetonitrile were chosen to prepare cardiomyocytes extracts samples for metabonomics studies. This optimized protocol is rapid, effective, and exhibits greater metabolite retention.


Subject(s)
Cell Membrane/metabolism , Magnetic Resonance Spectroscopy/methods , Metabolome/physiology , Metabolomics/methods , Myocytes, Cardiac/metabolism , Animals , Rats , Rats, Sprague-Dawley
6.
J Ethnopharmacol ; 193: 617-626, 2016 Dec 04.
Article in English | MEDLINE | ID: mdl-27746335

ABSTRACT

ETHNOPHARMACOLOGICAL RELEVANCE: Fuzi, the processed lateral root of Aconitum carmichaelii Debeaux, is a traditional Chinese medicine used for its analgesic, antipyretic, anti-rheumatoid arthritis and anti-inflammation effects; however, it is also well known for its toxicity. Gancao, the root of Glycyrrhiza uralensis Fisch., is often used concurrently with Fuzi to alleviate its toxicity. However, the mechanism of detoxication is still not well clear. AIM OF THE STUDY: In this study, the effect of Gancao on the metabolic changes induced by Fuzi was investigated by NMR-based metabonomic approaches. MATERIALS AND METHODS: Fifty male Wistar rats were randomly divided into five groups (group A: control, group B: Fuzi decoction alone, group C: Gancao decoction alone, group D: Fuzi decoction and Gancao decoction simultaneously, group E: Fuzi decoction 5h after Gancao decoction) and urine samples were collected for NMR-based metabolic profiling analysis. Statistical analyses such as unsupervised PCA, t-test, hierarchical cluster, and pathway analysis were used to detect the effects of Gancao on the metabolic changes induced by Fuzi. RESULTS: The behavioral and biochemical characteristics showed that Fuzi exhibited toxic effects on treated rats (group B) and statistical analyses showed that their metabolic profiles were in contrast to those in groups A and C. However, when Fuzi was administered with Gancao, the metabolic profiles became similar to controls, whereby Gancao reduced the levels of trimethylamine N-oxide, betaine, dimethylglycine, valine, acetoacetate, citrate, fumarate, 2-ketoglutarate and hippurate, and regulated the concentrations of taurine and 3-hydroxybutyrate, resulting in a decrease in toxicity. Furthermore, important pathways that are known to be involved in the effect of Gancao on Fuzi, including phenylalanine, tyrosine and tryptophan biosynthesis, the synthesis and degradation of ketone bodies, and the TCA cycle, were altered in co-treated rats. CONCLUSIONS: Gancao treatment mitigated the metabolic changes altered by Fuzi administration in rats, demonstrating that dosing with Gancao could reduce the toxicity of Fuzi at the metabolic level. Fuzi and Gancao administered simultaneously resulted in improved toxicity reduction than when Gancao was administrated 5h prior to Fuzi. In summary, co-administration of Gancao with Fuzi reduces toxicity at the metabolic level.


Subject(s)
Aconitum/chemistry , Drugs, Chinese Herbal/pharmacology , Glycyrrhiza uralensis/chemistry , Metabolome/drug effects , Metabolomics/methods , Plant Extracts/toxicity , Animals , Behavior, Animal/drug effects , Cluster Analysis , Diterpenes , Drugs, Chinese Herbal/isolation & purification , Male , Nuclear Magnetic Resonance, Biomolecular , Plant Extracts/isolation & purification , Plant Roots/chemistry , Rats, Wistar
7.
Sci Rep ; 6: 18852, 2016 Jan 08.
Article in English | MEDLINE | ID: mdl-26743458

ABSTRACT

Metabonomics methods have gradually become important auxiliary tools for screening disease biomarkers. However, recognition of metabolites or potential biomarkers closely related to either particular clinical symptoms or prognosis has been difficult. The current study aims to identify potential biomarkers of functional dyspepsia (FD) by a new strategy that combined hydrogen nuclear magnetic resonance ((1)H NMR)-based metabonomics techniques and an integrative multi-objective optimization (LPIMO) method. First, clinical symptoms of FD were evaluated using the Nepean Dyspepsia Index (NDI), and plasma metabolic profiles were measured by (1)H NMR. Correlations between the key metabolites and the NDI scores were calculated. Then, LPIMO was developed to identify a multi-biomarker panel by maximizing diagnostic ability and correlation with the NDI score. Finally, a KEGG database search elicited the metabolic pathways in which the potential biomarkers are involved. The results showed that glutamine, alanine, proline, HDL, ß-glucose, α-glucose and LDL/VLDL levels were significantly altered in FD patients. Among them, phosphatidycholine (PtdCho) and leucine/isoleucine (Leu/Ile) were positively and negatively correlated with the NDI Symptom Index (NDSI) respectively. Our procedure not only significantly improved the credibility of the biomarkers, but also demonstrated the potential of further explorations and applications to diagnosis and treatment of complex disease.


Subject(s)
Algorithms , Dyspepsia/blood , Dyspepsia/diagnosis , Metabolome , Adult , Alanine/blood , Biomarkers/blood , Blood Glucose/metabolism , Case-Control Studies , Dyspepsia/physiopathology , Female , Glutamine/blood , Humans , Lipoproteins, HDL/blood , Magnetic Resonance Spectroscopy/methods , Metabolic Networks and Pathways , Prognosis , Proline/blood , Severity of Illness Index
8.
Sci Rep ; 5: 18175, 2015 Dec 10.
Article in English | MEDLINE | ID: mdl-26658617

ABSTRACT

Hepatocellular carcinoma (HCC) is a common malignancy that has region specific etiologies. Unfortunately, 85% of cases of HCC are diagnosed at an advanced stage. Reliable biomarkers for the early diagnosis of HCC are urgently required to reduced mortality and therapeutic expenditure. We established a non-targeted gas chromatography-time of flight-mass spectrometry (GC-TOFMS) metabolomics method in conjunction with Random Forests (RF) analysis based on 201 serum samples from healthy controls (NC), hepatitis B virus (HBV), liver cirrhosis (LC) and HCC patients to explore the metabolic characteristics in the progression of hepatocellular carcinogenesis. Ultimately, 15 metabolites were identified intimately associated with the process. Phenylalanine, malic acid and 5-methoxytryptamine for HBV vs. NC, palmitic acid for LC vs. HBV, and asparagine and ß-glutamate for HCC vs. LC were screened as the liver disease-specific potential biomarkers with an excellent discriminant performance. All the metabolic perturbations in these liver diseases are associated with pathways for energy metabolism, macromolecular synthesis, and maintaining the redox balance to protect tumor cells from oxidative stress.


Subject(s)
Biomarkers, Tumor/blood , Carcinoma, Hepatocellular/blood , Carcinoma, Hepatocellular/etiology , Cell Transformation, Neoplastic/metabolism , Hepatitis/complications , Liver Neoplasms/blood , Liver Neoplasms/etiology , Metabolome , Carcinoma, Hepatocellular/pathology , Case-Control Studies , Cluster Analysis , Disease Progression , Hepatitis/pathology , Humans , Liver Diseases/metabolism , Liver Diseases/pathology , Liver Neoplasms/pathology , Metabolic Networks and Pathways , Metabolomics/methods , ROC Curve
9.
Zhongguo Zhong Xi Yi Jie He Za Zhi ; 35(7): 823-33, 2015 Jul.
Article in Chinese | MEDLINE | ID: mdl-26380446

ABSTRACT

OBJECTIVE: To explore evolution rules of phlegm and blood stasis syndrome ( PBSS) in hyperlipidemia and atherosclerosis (AS) using NMR-based metabolic profiling and metabonomic approaches based on formulas corresponding to syndrome. METHODS: Totally 150 SD rats were divided into the normal group, the model group, the Erchen Decoction (ED) group, the Xuefu Zhuyu Decoction (XZD) group, the Lipitor group, 30 in each group. The hyperlipidemia and AS rat model was duplicated by suturing carotid artery, injecting vitamin D3, and feeding with high fat diet. ED and XZD were used as drug probes. Blood samples were withdrawn at week 2, 4, and 8 after modeling. Blood lipids, blood rheology, histopathology and metabolomics were detected and analyzed. Results Results of blood lipids and pathology showed hyperlipidemia and early AS rat models were successfully established. At week 2 after modeling, levels of total cholesterol (TC) and low-density lipoprotein cholesterol (LDL-C) significantly increased, which reached the peak at week 4 and maintained at higher levels at week 8. ED exerted obvious effect in improving TC and LDL-C levels of early models, while XZD could greatly improve levels of TC and LDL-C of late models. Rheological results showed at week 2, there was no significant difference in whole blood viscosity, plasma viscosity, or hematocrit between the model group and the normal group (P > 0.05). At week 4 partial hemorheological indicators (such as plasma viscosity) were abnormal. Till week 8 whole blood viscosity, plasma viscosity, and hematocrit were significantly abnormal (P <0. 05, P < 0.01). As time went by, whole blood viscosity, plasma viscosity, and hematocrit showed gradual increasing tendency in the ED group, while they showed gradual decreasing tendency in the XZD group. Results of metabonomics showed significant difference in spectra of metabolites between the normal group and the model group. As modeling time was prolonged, contents of acetyl glucoprotein and glucose in the model group increased in late stage, which was in. line with results of blood lipids and hemorheology. ED showed more obvious effect in early and mid-term modeling (at week 2 and 4), and increased contents of partial metabolites (such as choline, phosphatidyl choline, glycerophosphocholine), but these changes in the XZD group were consistent with those of the model group. In late modeling (at week 8) XZD showed more obvious effect in improving contents of lactic acid, acetyl glycoprotein, LDL, creatine, choline, and glucose. CONCLUSIONS: ED and XZD not only showed regulatory effects on lipid disorders, but also could improve dysbolism of Chos. In formulas corresponding to syndrome, damp-phlegm was main pathogenesis of hyperlipidema and AS in early and mid stages. Blood stasis syndrome began to occur along with it progressed. Phlegm can result in blood stasis and intermingles with stasis. Phlegm turbidity runs through the whole process.


Subject(s)
Atherosclerosis/metabolism , Drugs, Chinese Herbal/therapeutic use , Metabolome/physiology , Sputum/metabolism , Animals , Cholesterol , Cholesterol, LDL , Hemorheology , Hyperlipidemias , Lipids , Magnetic Resonance Imaging , Medicine, Chinese Traditional , Metabolomics , Rats , Rats, Sprague-Dawley
10.
Acta Pharmacol Sin ; 36(6): 689-98, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25937635

ABSTRACT

AIM: To investigate specific changes in metabolites and proteins of Kidney-Yin Deficiency Syndrome (KYDS) patients with diabetes mellitus (DM) in China. METHODS: KYDS (n=29) and non-KYDS (n=23) patients with DM were recruited for this study. The KYDS was diagnosed by two senior TCM clinicians separately. The metabonomic and proteomic profiles of the patients were assessed using a metabonomic strategy based on NMR with multivariate analysis and a proteomic strategy based on MALDI-TOF-MS, respectively. RESULTS: Eighteen upregulated peptides and thirty downregulated peptides were observed in the plasma of the KYDS patients. Comparing the proteomic profiles of the KYDS and non-KYDS groups, however, no significantly differentially expressed peptides were found. At the same time, major metabolic alterations were found to distinguish the two groups, including eight significantly changed metabolites (creatinine, citrate, TMAO, phenylalanine, tyrosine, alanine, glycine and taurine). The levels of creatinine, citrate, TMAO, phenylalanine and tyrosine were decreased, whereas the levels of alanine, glycine and taurine were increased in the KYDS patients. These biochemical changes were found to be associated with alterations in amino acid metabolism, energy metabolism and gut microflora. CONCLUSION: The identification of distinct expression profiles of metabolites and signaling pathways in KYDS patients with DM suggests that there are indeed molecular signatures underlying the principles of 'Syndrome Differentiation' in traditional Chinese medicine.


Subject(s)
Blood Proteins/analysis , Diabetes Mellitus/blood , Diabetes Mellitus/urine , Kidney/metabolism , Metabolomics/methods , Proteomics/methods , Yin Deficiency/blood , Yin Deficiency/urine , Aged , Biomarkers/blood , Biomarkers/urine , Case-Control Studies , China , Diabetes Mellitus/diagnosis , Female , Humans , Male , Middle Aged , Multivariate Analysis , Predictive Value of Tests , Proton Magnetic Resonance Spectroscopy , Signal Transduction , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Systems Biology , Systems Integration , Urinalysis , Yin Deficiency/diagnosis
11.
J Proteome Res ; 13(8): 3792-3801, 2014 Aug 01.
Article in English | MEDLINE | ID: mdl-24940827

ABSTRACT

Autoimmune hepatitis (AIH) is often confused with other liver diseases because of their shared nonspecific symptoms and serological and histological overlap. This study compared the plasma metabolomic profiles of patients with AIH, primary biliary cirrhosis (PBC), PBC/AIH overlap syndrome (OS), and drug-induced liver injury (DILI) with those of healthy subjects to identify potential biomarkers of AIH. Metabolomic profiling and biomarker screening were performed using proton nuclear magnetic resonance spectroscopy (1H NMR) coupled with a partial least-squares discriminant analysis. Compared with the levels in healthy volunteers and other liver disease patients, AIH patients exhibited relatively high levels of plasma pyruvate, lactate, acetate, acetoacetate, and glucose. Such metabolites are typically related to energy metabolism alterations and may be a sign of metabolic conversion to the aerobic glycolysis phenotype of excessive immune activation. Increased aromatic amino acids and decreased branched-chain amino acids were found in the plasma of AIH patients. The whole NMR profiles were stepwise-reduced, and nine metabolomic biomarkers having the greatest significance in the discriminant analysis were obtained. The diagnostic utility of the selected metabolites was assessed, and these biomarkers achieved good sensitivity, specificity, and accuracy (all above 93%) in distinguishing AIH from PBC, DILI, and OS. This report is the first to present the metabolic phenotype of AIH and the potential utility of 1H NMR metabolomics in the diagnosis of AIH.

12.
J Ethnopharmacol ; 154(3): 839-46, 2014 Jul 03.
Article in English | MEDLINE | ID: mdl-24846827

ABSTRACT

ETHNOPHARMACOLOGICAL RELEVANCE: Aconitum carmichaelii Debx. (Fuzi), a commonly use traditional Chinese medicine (TCM), has often been used in combination with Rhizoma Glycyrrhizae (Gancao) to reduce its toxicity due to diester diterpenoid alkaloids aconitine, mesaconitine, and hypaconitine. However, the mechanism of detoxication is still unclear. Glycyrrhetinic acid (GA) is the metabolite of glycyrrhizinic acid (GL), the major component of Gancao. In present study, the effect of GA on the changes of metabolic profiles induced by mesaconitine was investigated using NMR-based metabolomic approaches. MATERIALS AND METHODS: Fifteen male Wistar rats were divided into a control group, a group administered mesaconitine alone, and a group administered mesaconitine with one pretreatment with GA. Their urine samples were used for NMR spectroscopic metabolic profiling. Statistical analyses such as orthogonal projections to latent structures-discriminant analysis (OPLS-DA), t-test, hierarchical cluster, and pathway analysis were used to detect the effects of pretreatment with GA on mesaconitine-induced toxicity. RESULTS: The OPLS-DA score plots showed the metabolic profiles of GA-pretreated rats apparently approach to those of normal rats compared to mesaconitine-induced rats. From the t-test and boxplot results, the concentrations of leucine/isoleucine, lactate, acetate, succinate, trimethylamine (TMA), dimethylglycine (DMG), 2-oxo-glutarate, creatinine/creatine, glycine, hippurate, tyrosine and benzoate were significantly changed in metabolic profiles of mesaconitine-induced rats. The disturbed metabolic pathways include amino acid biosynthesis and metabolism. CONCLUSIONS: GA-pretreatment can mitigate the metabolic changes caused by mesaconitine-treatment on rats, indicating that prophylaxis with GA could reduce the toxicity of mesaconitine at the metabolic level.


Subject(s)
Aconitine/analogs & derivatives , Glycyrrhetinic Acid/administration & dosage , Glycyrrhetinic Acid/pharmacology , Metabolomics , Aconitine/administration & dosage , Aconitine/toxicity , Amino Acids/biosynthesis , Amino Acids/metabolism , Amino Acids/urine , Animals , Discriminant Analysis , Glycyrrhetinic Acid/chemistry , Heart Diseases/chemically induced , Heart Diseases/drug therapy , Magnetic Resonance Spectroscopy , Male , Protons , Rats , Rats, Wistar , Shivering/drug effects , Vomiting/chemically induced , Vomiting/drug therapy
13.
Article in English | MEDLINE | ID: mdl-24592282

ABSTRACT

Background. The objective of this study was to identify potential biomarkers of electroacupuncture (EA) on relieving acute migraine through metabolomic study. Methods. EA treatments were performed on both acupoints and nonacupoints on the nitroglycerin (NTG)-induced migraine rat model. NMR experiments and multivariate analysis were used for metabolomic analysis. Results. The number of head-scratching, the main ethology index of migraine rat model, was significantly increased (P < 0.01) after NTG injection. The plasma metabolic profile of model group was distinct from that of the control group. Glutamate was significantly increased (P < 0.01), whereas lipids were significantly decreased (P < 0.01) in model rats. After EA at acupoints, the metabolic profile of model rats was normalized, with decreased glutamate (P < 0.05) and increased lipids (P < 0.01). In contrast, EA at nonacupoints did not restore the metabolic profile, but with six metabolites significantly different from acupoints group. Interestingly, the number of head-scratching and glutamate level were significantly decreased (P < 0.05) after receiving EA at both acupoints and nonacupoints. Conclusions. EA at acupoints may relieve acute migraine by restoring the plasma metabolic profile and plasma glutamate, while EA at nonacupoints may modestly relieve acute migraine by decreasing plasma glutamate.

14.
J Sep Sci ; 36(8): 1418-28, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23526673

ABSTRACT

A GC/TOF-MS was applied to the determination of metabolites in human macrophages. The extraction conditions and quenching conditions were investigated and optimized. The results indicated that 0.9% w/v sodium chloride at 4°C was the most favorable condition to quench macrophage, 1 mL 50% ACN for 2 min in ice bath was the optimal condition to extract 5 × 10(6) cells. Two hundred six peaks could be detectable with peak area over 50 using this method. Among these peaks, 45 peaks with the similarity over 700 were identified using standard compounds for endogenous metabolites. Thirty-seven out of 45 metabolites could be quantified directly by this method. Twenty metabolites were selected randomly, and 15 amino acids were used for method validation. The correlation coefficients (r) ranging from 0.9902 to 0.9977 were obtained for 15 amino acids in the range of 2.35-150.20 µg/mL. The intraday and interday precisions were lower than 19.90% for the randomly selected 20 endogenous metabolites. Using this development method and multivariate statistical technique, several potential biomarkers were found from human macrophages infected by different Mycobacterium tuberculosis (M. tuberculosis) strains. The results suggest that the method could be applied to the investigation of the pathogenicity of tuberculosis.


Subject(s)
Macrophages/metabolism , Metabolome , Cells, Cultured , Chromatography, High Pressure Liquid , Gas Chromatography-Mass Spectrometry , Humans , Spectrophotometry, Ultraviolet
15.
Chin J Integr Med ; 19(8): 610-5, 2013 Aug.
Article in English | MEDLINE | ID: mdl-22610956

ABSTRACT

OBJECTIVE: To determine the changes in the levels of endogenous metabolites in rats with chronic immobilization stress (CIS) taking Xiaoyao Powder (XYP) and its modified prescription version, which lacks the volatile oils extracted from Herba Menthae. METHODS: Twenty-four experimental male SD rats were randomly divided into 4 groups of 6 rats each: control, model, XYP-1 (containing volatile oils from Herba Menthae), and XYP-2 (lacking volatile oils). All rats except control group rats were subjected to CIS 3 h per day for 21 consecutive days. Groups XYP-1 and XYP-2 were given the extracted XYS with or without volatile oils (3.854 g/kg; suspended in distilled water) via gavage 1 h before CIS each day for 21 days. Rats were anesthetized using intraperitoneal injection of pentobarbital sodium (40 mg/kg) on the 22nd day. Observations were made using a Varian INOVA 600 MHz NMR spectrometer at 27 °C. Carr-Purcell-Meiboom-Gill (CPMG) and longitudinal eddy-delay (LED) were applied, resulting in spectra showing only the signals from micro- and macro-metabolites. RESULTS: Compared to controls, rats subjected to CIS showed increased levels of plasma metabolites, such as acetic acid, choline, N-glycoprotein (NAC), saturated fatty acid, and blood sugars. Levels of low-density lipoprotein (LDL), very low-density lipoprotein (VLDL), and unsaturated fatty acids were decreased. The biochemical effects of XYS were characterized by elevated levels of VLDL, LDL, threonine, methionine, and glutamic acid in plasma. CONCLUSION: Some common and characteristic metabolites on the anti-CIS of XYP and its modified prescription were obtained. The metabolomics technology is a valuable tool and may be used to identify the specific metabolites and potential biomarkers of therapeutic effect of Chinese medicinal prescriptions.


Subject(s)
Blood Proteins/metabolism , Drugs, Chinese Herbal/pharmacology , Metabolome/drug effects , Stress, Psychological/metabolism , Animals , Blood Proteins/drug effects , Chronic Disease , Drug Evaluation, Preclinical , Drugs, Chinese Herbal/chemistry , Drugs, Chinese Herbal/therapeutic use , Male , Powders , Rats , Rats, Sprague-Dawley , Restraint, Physical , Stress, Psychological/blood , Stress, Psychological/drug therapy
16.
Zhonghua Gan Zang Bing Za Zhi ; 20(6): 438-41, 2012 Jun.
Article in Chinese | MEDLINE | ID: mdl-23044201

ABSTRACT

To observe the therapeutic effects of lamivudine treatment in patients with early- to mid-stage hepatitis B virus-related acute-on-chronic liver failure (HBV-ACLF). Clinical data of 73 hospitalized patients with HBV-ACLF were retrospectively analyzed. Prothrombin time (PT, active coagulation), HBV DNA, and model for end-stage liver disease (MELD) score data from treatment weeks 4, 8, 24, and 48 were collected and analyzed using the statistical t-test. During the treatment duration, the complete virologic response rates were 57.5% (42/73) at 4 weeks, 71.0% (44/62) at 8 weeks, 83.1% (49/59) at 24 weeks, and 86.5% (45/52) at 48 weeks. The partial virologic response rates were 30.1% (22/73) at 4 weeks, 25.8% (16/62) at 8 weeks, 17.0% (10/59) at 24 weeks, and 13.5% (7/52) at 48 weeks. At week 48, the survival rate was 71.2% (52/73) and the probability of survival was higher in the complete virological response rate (VRR) group than in the partial VRR group [45/73 (61.6%) vs. 7/73 (30.1%), respectively; P = 0.000]. In addition, there were significant improvements in the serum normalization rate of HBV DNA, alanine aminotransferase, aspartate aminotransferase, albumin, total bilirubin, PT and MELD score in surviving patients compared to baseline (P less than 0.05) and in the complete VRR group compared to the partial VRR group (P less than 0.05). Antiviral therapy using lamivudine may be an effective therapeutic option for patients with HBV-ACLF.


Subject(s)
Antiviral Agents/therapeutic use , Hepatitis B, Chronic/drug therapy , Lamivudine/therapeutic use , Liver Failure, Acute/drug therapy , Adolescent , Adult , Aged , Female , Hepatitis B, Chronic/complications , Humans , Liver Failure, Acute/etiology , Male , Middle Aged , Retrospective Studies , Survival Rate , Treatment Outcome , Young Adult
17.
BMC Syst Biol ; 6 Suppl 1: S15, 2012.
Article in English | MEDLINE | ID: mdl-23046877

ABSTRACT

BACKGROUND: Acupuncture has been practiced in China for thousands of years as part of the Traditional Chinese Medicine (TCM) and has gradually accepted in western countries as an alternative or complementary treatment. However, the underlying mechanism of acupuncture, especially whether there exists any difference between varies acupoints, remains largely unknown, which hinders its widespread use. RESULTS: In this study, we develop a novel Linear Programming based Feature Selection method (LPFS) to understand the mechanism of acupuncture effect, at molecular level, by revealing the metabolite biomarkers for acupuncture treatment. Specifically, we generate and investigate the high-throughput metabolic profiles of acupuncture treatment at several acupoints in human. To select the subsets of metabolites that best characterize the acupuncture effect for each meridian point, an optimization model is proposed to identify biomarkers from high-dimensional metabolic data from case and control samples. Importantly, we use nearest centroid as the prototype to simultaneously minimize the number of selected features and the leave-one-out cross validation error of classifier. We compared the performance of LPFS to several state-of-the-art methods, such as SVM recursive feature elimination (SVM-RFE) and sparse multinomial logistic regression approach (SMLR). We find that our LPFS method tends to reveal a small set of metabolites with small standard deviation and large shifts, which exactly serves our requirement for good biomarker. Biologically, several metabolite biomarkers for acupuncture treatment are revealed and serve as the candidates for further mechanism investigation. Also biomakers derived from five meridian points, Zusanli (ST36), Liangmen (ST21), Juliao (ST3), Yanglingquan (GB34), and Weizhong (BL40), are compared for their similarity and difference, which provide evidence for the specificity of acupoints. CONCLUSIONS: Our result demonstrates that metabolic profiling might be a promising method to investigate the molecular mechanism of acupuncture. Comparing with other existing methods, LPFS shows better performance to select a small set of key molecules. In addition, LPFS is a general methodology and can be applied to other high-dimensional data analysis, for example cancer genomics.


Subject(s)
Acupuncture Therapy , Metabolome , Programming, Linear , Acupuncture Points , Biomarkers/metabolism , Humans
18.
J Proteome Res ; 11(8): 4338-50, 2012 Aug 03.
Article in English | MEDLINE | ID: mdl-22800120

ABSTRACT

Early findings propose that impaired neurotransmission in the brain plays a key role in the pathophysiology of schizophrenia. Recent advances in understanding its multiple etiologies and pathogenetic mechanisms provide more speculative hypotheses focused on even broader somatic systems. Using a targeted tandem mass spectrometry (MS/MS)-based metabolomic platform, we compared metabolic signatures consisting of monoamine and amino acid neurotransmitter (NT) metabolites in plasma/urine simultaneously between first-episode neuroleptic-naïve schizophrenia patients (FENNS) and healthy controls before and after a 6-week risperidone monotherapy, which suggest that the patient NT profiles are restoring during treatment. To detect and identify potential biomarkers associated with schizophrenia and risperidone treatment, we also performed a combined ultraperformance liquid chromatography-mass spectrometry (UPLC-MS) and 1H nuclear magnetic resonance (NMR)-based metabolomic profiling of the same samples, indicating a further deviation of the patients' global metabolic profile from that of controls. The NTs and their metabolites together with the 32 identified biomarkers underpin that metabolic pathways including NT metabolism, amino acid metabolism, glucose metabolism, lipid metabolism, energy metabolism, antioxidant defense system, bowel microflora and endocrine system are disturbed in FENNS. Among them, pregnanediol, citrate and α-ketoglutarate (α-KG) were significantly associated with symptomatology of schizophrenia after Bonferroni correction and may be useful biomarkers for monitoring therapeutic efficacy. These findings promise to yield valuable insights into the pathophysiology of schizophrenia and may advance the approach to treatment, diagnosis and disease prevention of schizophrenia and related syndromes.


Subject(s)
Antipsychotic Agents/therapeutic use , Risperidone/therapeutic use , Schizophrenia/blood , Schizophrenia/urine , Adolescent , Adult , Antipsychotic Agents/pharmacology , Biomarkers/blood , Biomarkers/urine , Case-Control Studies , Female , Humans , Least-Squares Analysis , Male , Metabolome/drug effects , Multivariate Analysis , Risperidone/pharmacology , Schizophrenia/drug therapy , Young Adult
19.
J Proteome Res ; 11(5): 2937-46, 2012 May 04.
Article in English | MEDLINE | ID: mdl-22428626

ABSTRACT

Polycystic ovary syndrome (PCOS) is a common, clinically heterogeneous endocrine disorder affecting women of reproductive age, associated with endocrinopathy and metabolic abnormalities. Although some metabolic parameters have been investigated, very little information has been reported on the changes of small metabolites in biofluids. The aim of this study was to establish the metabolic profile of PCOS and compare it with that of controls. In this cross-sectional study of 34 women with PCOS and 36 controls, contents of small metabolites and lipids in plasma samples were measured using nuclear magnetic resonance (NMR)-based techniques and analyzed using multivariate statistical methods. Significant decrease (P < 0.05) in the levels of amino acids (leucine, isoleucine, methionine, glutamine, and arginine), citrate, choline, and glycerophosphocholine/phosphocholine (GPC/PC), and increase (P < 0.05) in the levels of lactate, dimethylamine (DMA), creatine, and N-acetyl glycoproteins were observed in PCOS patients compared with the controls. Subgroups of patients with obesity, metabolic syndrome, or hyperandrogenism exhibited greater metabolic deviations than their corresponding subgroups without these factors. PCOS patients have perturbations in amino acid metabolism, the tricarboxylic acid (TCA) cycle, and gut microflora, as well as mild disturbances in glucose and lipid metabolism. The elevated level of N-acetyl glycoproteins demonstrates the existence of low-grade chronic inflammation in PCOS patients.


Subject(s)
Blood Proteins/metabolism , Metabolome , Metabolomics/methods , Polycystic Ovary Syndrome/blood , Adult , Amino Acids/blood , Blood Glucose/metabolism , Body Mass Index , Case-Control Studies , Citric Acid Cycle , Creatine/blood , Cross-Sectional Studies , Dimethylamines/blood , Female , Humans , Hyperandrogenism/blood , Lactic Acid/blood , Lipid Metabolism , Magnetic Resonance Spectroscopy , Obesity/blood , Young Adult
20.
Zhen Ci Yan Jiu ; 36(4): 296-301, 2011 Aug.
Article in Chinese | MEDLINE | ID: mdl-21942185

ABSTRACT

Metabonomics is a newly emerging modern technology in the Post-genome era and has been being used widely in the study on modern Chinese medicine. But it have been rarely used in the study on acupuncture therapy. In the present paper, the authors introduce the unique advantages of metabonomics in the systemtic biology and its widespread studying basis in the field of modern Chinese medicine. Metabonomics and Chinese medicine including acupuncturology are of some similar characteristics such as entirety, comprehensiveness and dynamic changes. Moreover, the authors make a primary discussion and strategic analysis on the key issues of researches about sham acupuncture, chrono-acupuncture, mechanisms of acu-moxibustion underlying improvement of clinical severe disorders and various indications problems, regularities of combination of acupoints in different recipes, etc. by using metabonomics.


Subject(s)
Acupuncture Therapy , Metabolomics , Moxibustion , Biomedical Research , Humans
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