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Biomedical subjects

Xia Li

Publications and source records attributed to Xia Li.

At least 73 records · Page 4Linked to original sources

[Comparison between antitumor effect and chemical constituents of Huanglian Jiedu decoction and that of serum containing Huanglian Jiedu decoction].

OBJECTIVE: To make a comparison between the antitumor effect and the chemical constituents of Huanglian Jiedu decoction (HLJDT) and that of serum containing HLJDT. METHOD: Based on the established chromatographic fingerprint of HLJDT, analysis and comparison were made between the HPLC fingerprints of rat serum samples obtained after orally taking HLJDT and those of control rat serum samples. The different effects on NCI-H446 and Bel-74024 cancer cells from human were investigated in vitro using HLJDT and its serum. The inhibitory effects of HLJDT and its serum were observed by MTT assay. RESULT: Ten compounds of HLJDT and some metabolites were detected after oral administration of HLJDT, and however some main compounds of HLJDT were not detected in serum. Both HLJDT and its serum in different dosage groups could inhibit the proliferation of NCI-H446 and Bel-7402 cancer cells from human in a dose-dependent manner, but inhibitory grade was different in the two cancer cell lines. HLJDT had more inhibitory effect on Bel-7402 than on NCI-H446, on the other hand serum containing HLJDT had the same inhibitory effect on Bel-7402 and NCI-H446. CONCLUSION: The reason for inhibitory grade change was that the proportion of concentration of many compounds in serum containing HLJDT was different to that in HLJDT, which should be subject to thorough investigation so as to illuminate the pharmacology and active mechanism of HLJDT.

Animals↗

[Multiple analysis of the relationship between correlation of gene function and expression by GeneHub software].

GeneHub software developed by us can be applied to evaluate the significance of expression similarity of genes in each functional unit of different gene function classification systems, and thus to select experiment condition related gene functional units. With different expression similarity measurement and different experiment data, we have applied GeneHub to analyze the expression correlation of functional related genes classified respectively with gene chromosome location, celluar location and interaction, metabolic pathway and signal transduction pathway relationship of protein products of genes. Genes classified according to these multiple ways all showed significant experimental condition related co-expression in our analysis. Our results provide further evidence for the assumption that functional related genes express similarly, which is widely adopted in gene expression profile analysis.

Chromosome Mapping↗

[Construction of scFv antibody mini-library to 3 cellular surface molecules].

To construct a scFv antibody mini-library by phage display technique from the spleen cells of BALB/c mice immunized with extracellular domain of N-cadherin (N-cad), CD34 and AC133, the extracellular domain genes of N-cad, CD34 and AC133 were cloned into a phagemid pSEX81 respectively, and were then displayed on the phagemid in the form of fusion protein with p III protein. After being effectively immunized with the fusion protein, the spleen of the mice were harvested, and total RNA were extracted from the spleen. The cDNA of VH and VL genes were amplified by RT-PCR, and a scFv-phage display antibody library was constructed with the amplified V-genes. The content, multiplicity and expressing potential of the library were examined. As a result, we had produced a scFv library containing 1.4 x 10(6) individual clones which showed different patterns after being digested with restriction endoneuclease Mua I. The surface display expression of the library was also verified. It indicated that the capacity and diversity of the library was sufficient for screening specific scFv antibody against N-cad, CD34 and AC133. The library will be useful for isolating corresponding specific scFv antibodies.

AC133 Antigen↗

Protein tagging at rare codons is caused by tmRNA action at the 3' end of nonstop mRNA generated in response to ribosome stalling.

It has been believed that protein tagging caused by consecutive rare codons involves tmRNA action at the internal mRNA site. We demonstrated previously that ribosome stalling either at sense or stop codons caused by certain arrest sequences could induce mRNA cleavage near the arrest site, resulting in nonstop mRNAs that are recognized by tmRNA. These findings prompted us to re-examine the mechanism of tmRNA tagging at a run of rare codons. We report here that either AGG or CGA but not AGA arginine rare-codon clusters inserted into a model crp mRNA encoding cAMP receptor protein (CRP) could cause an efficient protein tagging. We demonstrate that more than three consecutive AGG codons are needed to induce an efficient ribosome stalling therefore tmRNA tagging in our system. The tmRNA tagging was eliminated by overproduction of tRNAs corresponding to rare codons, indicating that a scarcity of the corresponding tRNA caused by the rare-codon cluster is an important factor for tmRNA tagging. Mass spectrometry analyses of proteins generated in cells lacking or possessing tmRNA encoding a protease-resistant tag sequence indicated that the truncation and tmRNA tagging occur within the cluster of rare codons. Northern and S1 analyses demonstrated that nonstop mRNAs truncated within the rare-codon clusters are detected in cells lacking tmRNA but not in cells expressing tmRNA. We conclude that a ribosome stalled by the rare codon induces mRNA cleavage, resulting in nonstop mRNAs that are recognized by tmRNA.

Amino Acid Sequence↗

[Relationship between HLA-DR4/1 subtypes and T cell responses to type II collagen or anti-C II 263-272 antibodies].

OBJECTIVE: To investigate the relationship between HLA-DR4/1 subtypes and T cell responses to type II collagen or anti-CII 263-272 antibodies. METHODS: Peripheral blood mononuclear cells and sera were obtained from 70 rheumatoid arthritis (RA) patients. T cell proliferative responses to CII 263-272 were evaluated by [(3)H] thymidine incorporation assay. Antibodies specific to CII 263-272 were determined by ELISA. HLA-DR4/1 subtypes were analyzed by PCR-SSP. RESULTS: In HLA-DR4/1 positive group, T cell proliferative responses to CII 263-272 were observed in 55.6% RA patients and anti-CII 263-272 antibodies were present in 66.7% RA patients. In HLA-DR4/1 negative group, T cell proliferative responses to CII 263-272 were observed in 30.3% RA patients and anti-C II 263-272 antibodies were present in 34.8% RA patients. The number of positive antibodies to CII 263-272 or T cell proliferative responses to CII 263-272 in HLA-DR4/1 positive group were higher than in negative group. CONCLUSION: There is a relationship between HLA-DR4/1 subtypes and T cell responses to CII 263-272 or anti-CII 263-272 antibodies.

Adult↗

Altered collagen II peptides inhibited T-cell activation in rheumatoid arthritis.

It has been reported that collagen II (CII)-derived peptide induced T-cell activation via its amino acids responsible for T-cell receptor (TCR) recognition. In this study, three altered CII263-272 peptide ligands (APL) containing multiple substitutions of TCR contact residues were synthesized. Their roles in inhibition of T-cell activation were evaluated in peripheral blood lymphocytes (PBL) of rheumatoid arthritis (RA) in vitro. It was shown that 41% (25/61) of RA patients were responsive to the wild-type antigenic CII263-272. In contrast, marginal or silent T-cell responses to the three APLs were found, accompanied by inhibitory effects on secretion of Th1 type cytokines and expression of cell surface markers, CD69 and CD25. In addition, T-cell activation induced by the wild-type antigenic CII263-272 was inhibited by all the three APLs in a dose-dependent manner. It is demonstrated that APLs with substitutions of TCR contact residues are capable of down-regulating T-cell responses in PBLs of RA, suggesting that the CII-derived APLs are potentially therapeutic in RA.

Adult↗

Regulation of two insulin granule populations within the reserve pool by distinct calcium sources.

Insulin granule trafficking is a key step of glucose-stimulated insulin secretion from pancreatic beta cells. Using quantitative live cell imaging, we examined insulin granule movements within the reserve pool upon secretory stimulation in betaTC3 cells. For this study, we developed a custom image analysis program that permitted automatic tracking of the individual motions of over 20,000 granules. This analysis of a large sample size enabled us to study micro-populations of granules that were not quantifiable in previous studies. While over 90% of the granules depend on Ca2+ efflux from the endoplasmic reticulum for their mobilization, a small and fast-moving population of granules responds to extracellular Ca2+ influx after depolarization of the plasma membrane. We show that this differential regulation of the two granule populations is consistent with localized Ca2+ signals, and that the cytoskeletal network is involved in both types of granule movement. The fast-moving granules are correlated temporally and spatially to the replacement of the secreted insulin granules, which supports the hypothesis that these granules are responsible for replenishing the readily releasable pool. Our study provides a model by which glucose and other secretory stimuli can regulate the readily releasable pool through the same mechanisms that regulate insulin secretion.

Animals↗

Cloning, expression, isotope labeling, and purification of human antimicrobial peptide LL-37 in Escherichia coli for NMR studies.

Antimicrobial peptide LL-37 plays an important role in human body's first line of defense against infection. To better understand the mechanism of action, it is critical to elucidate the three-dimensional structure of LL-37 in complex with bacterial membranes. We present a bacterial expression system that allows the incorporation of (15)N and other isotopes into the polypeptide for nuclear magnetic resonance (NMR) analysis. The DNA sequence encoding full-length LL-37 was chemically synthesized and cloned into the pET-32a(+) vector for protein expression in Escherichia coli strain BL21(DE3). The peptide was expressed directly as a His-tagged fusion protein without the inclusion of its precursor sequence. LL-37 was released from the fusion by formic acid cleavage at the AspPro dipeptide bond and separated from the carrier thioredoxin by affinity chromatography and reverse-phase HPLC. The peptide was identified by polyacrylamide gel electrophoresis and further confirmed by mass spectrometry and NMR spectroscopy. Antibacterial activity assays showed that the recombinant LL-37 purified from the bacterial source is as active as that from chemical synthesis. According to the antimicrobial peptide database (), 111 peptides contain a Met residue, but only 5 contain the AspPro pair, indicating a broader application of formic acid than cyanogen bromide in cleaving fusion proteins. The successful application to the expression of the 66-residue cytoplasmic tail of human MUC1 indicates that the system can be applied to other peptides as well.

Antigens, Neoplasm↗

A therapeutic role for cannabinoid CB1 receptor antagonists in major depressive disorders.

Cannabinoid receptors in the CNS have been implicated in the control of appetite, cognition, mood and drug dependence. Recent findings support the hypothesis that cannabinoid CB1 receptor blockade might be associated with antidepressant and anti-stress effects. A novel potential antidepressant drug class based on this mechanism is supported by the neuroanatomical localization of CB1 receptors and signal transduction pathways that are involved in emotional responses, together with the antidepressant-like neurochemical and behavioral effects induced by CB1 receptor antagonists. Selective CB1 receptor antagonists are in development for the treatment of obesity and tobacco smoking, and could be tested for antidepressant efficacy because recent results of clinical studies suggest that they would also treat comorbid symptoms of depression such as cognitive deficiencies, weight gain, impulsivity and dependence disorders. Thus, CB1 receptor antagonism might constitute an integrated pharmacotherapeutic approach that impacts the affective, cognitive, appetitive and motivational neuronal networks involved in mood disorders.

Animals↗

Plasma vasopressin, an etiologic factor of motion sickness in rat and human?

Arginine vasopressin (AVP) is considered as an etiologic hormone in motion sickness. However, the possible role of plasma AVP in motion sickness is still controversial. A number of studies have found a gender difference in susceptibility to motion sickness in humans and experimental animals, with female subjects being more susceptible. However, the existence of a gender difference in the AVP response to motion sickness is not known. This study was designed to verify the assumption that plasma vasopressin plays a role in motion sickness. Changes in plasma vasopressin were observed after motion sickness-inducing rotatory stimuli in both sexes in human subjects and rats receiving or not anti-motion-sickness treatments. Plasma vasopressin levels in motion sickness rats exhibited a decrease after rotation in female, but not in male rats. The vasopressin content of the pituitary increased in both sexes. Plasma vasopressin in rats of both sexes tended to increase after a 15-day adaptive training of rotation, but pituitary vasopressin content was not affected under this condition. In contrast, in human subjects, plasma vasopressin levels increased after rotation in all males, but not in females. When anti-motion-sickness drugs (domperidone 10 mg + flunarizine 5 mg) were administered, plasma vasopressin levels were elevated in both females and males. It is concluded that plasma vasopressin increases after motion sickness-induced stimulation provided subjects have become trained to motion sickness. These results do not support an etiologic role of plasma vasopressin in the genesis of motion sickness.

Adult↗

Neuroprotective effects of Polygonum multiflorum on nigrostriatal dopaminergic degeneration induced by paraquat and maneb in mice.

The neuroprotective effects of Polygonum multiflorum extract (PME) and its two fractions, ethanol-soluble PME (PME-I) and -insoluble PME (PME-II), on the degeneration of nigrostriatal dopaminergic neurons induced by a combination of paraquat and maneb (PQMB) were investigated in male C57BL/6 mice. The mice were treated twice a week for 6 weeks with intraperitoneal injections of PQMB. This combination caused a reduction of spontaneous locomotor activity, motor incoordination, and declines of dopamine level in the striatum and tyrosine hydroxylase-positive neurons in the substantia nigra. Administration of PME and PME-I once daily for 47 days during 6 weeks of PQMB treatment and last 8 days after PQMB significantly attenuated the impairment of behavioral performance and the decrease in striatal dopamine level and substantia nigral tyrosine hydroxylase-positive neurons in the PQMB-treated animals, whereas the administration of PME-II had no effect on these behavioral, neurochemical and histological indices. The present findings suggest that PME has a beneficial influence on parkinsonism induced by PQMB and that the effects of PME are attributable to some substance(s) included in the ethanol-soluble fraction of PME (PME-I).

3,4-Dihydroxyphenylacetic Acid↗

Decreases in nestlet shredding of mice by serotonin uptake inhibitors: comparison with marble burying.

Methods for detection of anxiolytic-like behavioral effects of serotonin uptake inhibitors are limited. The present study introduces a new quantitative method that permits dose-effect analysis of these compounds. Male NIH Swiss mice were given 60-min access to a piece of cotton gauze and the amount of material not torn into nesting material was weighed. Other groups of mice were individually placed in containers with 20 marbles resting on top of sawdust bedding. The number of marbles buried (2/3) by sawdust after 30 min was counted. Mice were first placed on a 6-rpm rotorod and the number of mice falling off twice in 2 min was measured. Serotonin uptake inhibitors (clomipramine, citalopram, fluoxetine, and venlafaxine) dose-dependently suppressed nestlet shredding and marble burying at doses that were generally without effect on rotorod performance. The amine-based antidepressant agents imipramine and desipramine as well as the selective norepinephrine transport inhibitor nisoxetine produced similar qualitative effects on these behaviors. Anxiolytics (chlordiazepoxide, bretazenil, buspirone, and pentobarbital) produced effects in the nestlet assay that were similar to those reported using another anxiolytic assay in mice (punished responding), whereas these compounds were not active at non-motor-impairing doses in the marble burying assay. The antipsychotic agents chlorpromazine and risperidone generally demonstrated suppression of nestlet shredding and marble burying at doses that impaired rotorod performance. Although d-amphetamine suppressed nestlet shredding and marble burying at doses without effect on the rotorod, d-amphetamine but not fluoxetine stimulated locomotor activity. Both nestlet shredding and marble burying behaviors were generally consistent across five consecutive experimental sessions and fluoxetine did not produce any systematic trends over repeated testing. The methods should have utility in defining pharmacological effects of these compounds in vivo. Moreover, these data may be useful in the context of other behavioral effects when assessing the relevance of a compound for its potential therapeutic potential as an anxiolytic (nestlet shredding) or as an anti-obsessive-compulsive disorder agent (marble burying).

Animals↗

Paraquat induces selective dopaminergic nigrostriatal degeneration in aging C57BL/6 mice.

BACKGROUND: Paraquat (PQ; 1, 1'-dimethyl-4, 4'-bipyridinium), a widely used herbicide that is structurally similar to the known dopaminergic neurotoxicant MPTP (1-methyl-1, 2, 3, 6-tetrahydropyridine), has been suggested as a potential etiologic factor for the development of Parkinson's disease (PD). Aging is an accepted risk factor for idiopathic Parkinson's disease. The aim of this study was to test the hypothesis that paraquat could induce PD-like nigrostriatal dopaminergic degeneration in aging C57BL/6 mice. METHODS: Senile male C57BL/6 mice were intraperitoneally injected with either saline or PQ at 2-day intervals for a total of 10 doses. Locomotor activity and performance on the pole test were measured 7 days after the last injection and animals were sacrificed one day later. Level of dopamine (DA) and its metabolites levels in the striatum were measured by high-performance liquid chromatography with an electrochemical detector (HPLC-ECD), and numbers of tyrosine hydroxylase (TH) positive neurons were estimated using immunohistochemistry. RESULTS: Locomotor activities were significantly decreased and the behavioral performance on the pole test were significantly impaired in the PQ treated group. Level of DA and its metabolites levels in the striatum were declined by 8 days after the last injection. Immunohistochemical analyses showed that PQ was associated with a reduction in numbers of tyrosine hydroxylase positive neurons. CONCLUSIONS: Long-term repeated exposes to PQ can selectively impair the nigrostriatal dopaminergic system of senile mice, suggesting that PQ could play an important role in the pathogenesis of Parkinson's disease (PD). Our results also validate a novel model of PD induced by exposure to a toxic environmental agent.

Aging↗

Pseudogenization of a sweet-receptor gene accounts for cats' indifference toward sugar.

Although domestic cats (Felis silvestris catus) possess an otherwise functional sense of taste, they, unlike most mammals, do not prefer and may be unable to detect the sweetness of sugars. One possible explanation for this behavior is that cats lack the sensory system to taste sugars and therefore are indifferent to them. Drawing on work in mice, demonstrating that alleles of sweet-receptor genes predict low sugar intake, we examined the possibility that genes involved in the initial transduction of sweet perception might account for the indifference to sweet-tasting foods by cats. We characterized the sweet-receptor genes of domestic cats as well as those of other members of the Felidae family of obligate carnivores, tiger and cheetah. Because the mammalian sweet-taste receptor is formed by the dimerization of two proteins (T1R2 and T1R3; gene symbols Tas1r2 and Tas1r3), we identified and sequenced both genes in the cat by screening a feline genomic BAC library and by performing PCR with degenerate primers on cat genomic DNA. Gene expression was assessed by RT-PCR of taste tissue, in situ hybridization, and immunohistochemistry. The cat Tas1r3 gene shows high sequence similarity with functional Tas1r3 genes of other species. Message from Tas1r3 was detected by RT-PCR of taste tissue. In situ hybridization and immunohistochemical studies demonstrate that Tas1r3 is expressed, as expected, in taste buds. However, the cat Tas1r2 gene shows a 247-base pair microdeletion in exon 3 and stop codons in exons 4 and 6. There was no evidence of detectable mRNA from cat Tas1r2 by RT-PCR or in situ hybridization, and no evidence of protein expression by immunohistochemistry. Tas1r2 in tiger and cheetah and in six healthy adult domestic cats all show the similar deletion and stop codons. We conclude that cat Tas1r3 is an apparently functional and expressed receptor but that cat Tas1r2 is an unexpressed pseudogene. A functional sweet-taste receptor heteromer cannot form, and thus the cat lacks the receptor likely necessary for detection of sweet stimuli. This molecular change was very likely an important event in the evolution of the cat's carnivorous behavior.

Journal Article↗

[The study of inhibitory peptides on T cell activation in rheumatoid arthritis].

OBJECTIVE: To study the inhibitory role of altered HA308 - 317 peptides in T cell responses in patients with rheumatoid arthritis (RA). METHODS: Peripheral blood mononuclear cells (PBMC) were obtained from 27 HLA-DRB1 positive RA patients. T cell responses to altered HA308-317 peptides were examined by using (3)H incorporation assay. The level of IL-2 and IFNgamma in the supernatants was identified by an enzyme-linked immunosorbent assay. The CD69 expression on T cell surface was studied by using flow cytometry. RESULTS: Compared to wild type CII263 - 272 or HA308 - 317, altered HA308 - 317 peptides failed to stimulate T cell proliferation (P < 0.05) and production of IL-2 as well as IFNgamma and resulted in lower expression of CD69 in RA patients (P < 0.05). SI values for T cell coincubated with altered HA308 - 317 peptides and CII263 - 272 or wild type HA308 - 317 were significantly lower than coincubated with CII263 - 272 and wild type HA308 - 317 alone (P < 0.05). CONCLUSION: Substitution of TCR-binding residue of HA308 - 317 yielded weak or non-T-cell stimulating peptides, which might be potentially effective in blocking abnormal T cell responses in RA.

Adult↗

Six-year follow-up of pancreatic beta cell function in adults with latent autoimmune diabetes.

AIM: To investigate the characteristics of the progression of islet beta cell function in Chinese latent autoimmune diabetes in adult (LADA) patients with glutamic acid decarboxylase antibody (GAD-Ab) positivity, and to explore the prognostic factors for beta cell function. METHODS: Forty-five LADA patients with GAD-Ab positivity screened from phenotypic type 2 diabetic (T2DM) patients and 45 T2DM patients without GAD-Ab matched as controls were followed-up every 6 mo. Sixteen patients in LADA1 and T2DM1 groups respectively have been followed-up for 6 years, while 29 patients in LADA2 and T2DM2 groups respectively for only 1.5 years. GAD-Ab was determined by radioligand assay, and C-peptides (CP) by radioimmune assay. RESULTS: The percentage of patients whose fasting CP (FCP) decreased more than 50% compared with the baseline reached to 25.0% at 1.5(th) year in LADA1 group, and FCP level decreased (395.8+/-71.5 vs 572.8+/-72.3 pmol/L, P<0.05) at 2.5(th) year and continuously went down to the end of follow-up. No significant changes of the above parameters were found in T2DM1 group. The average decreased percentages of FCP per year in LADA and T2DM patients were 15.8% (4.0-91.0%) and 5.2% (-3.5 to 35.5%, P=0.000) respectively. The index of GAD-Ab was negatively correlated with the FCP in LADA patients (r(s)=-0.483, P=0.000). The decreased percentage of FCP per year in LADA patients were correlated with GAD-Ab index, body mass index (BMI) and age at onset (r(s)=0.408, -0.301 and -0.523 respectively, P<0.05). Moreover, GAD-Ab was the only risk factor for predicting beta cell failure in LADA patients (B=1.455, EXP (B)=4.283, P=0.023). CONCLUSION: The decreasing rate of islet beta cell function in LADA, being highly heterogeneous, is three times that of T2DM patients. The titer of GAD-Ab is an important predictor for the progression of islet beta cell function, and age at onset and BMI could also act as the predictors.

Adult↗

Variance in the expression of 5-Fluorouracil pathway genes in colorectal cancer.

Although colorectal cancer has the third highest cancer mortality rate, the treatment remains far from optimized with patients showing variable responses to standard treatment. Molecular differences in pharmacologically relevant genes may contribute to the variability in response. This study used Taqman PCR to investigate the expression of 24 5-fluorouracil (5-FU) pathway genes in colorectal cancer using paired nontumor and tumor sample from 52 patients with Dukes' C colon cancer. In comparing tumor versus nonmalignant tissue, 14 of the 24 genes showed significant variation in gene expression. For 11 of these same genes (FPGS, DHFR, GGH, NME1, NME2, RRM2, UMPH2, UNG, UMPS, TP53, and TK1), a significant proportion of the patients showed an over expression of the particular gene in tumor tissue with a tumor-to-nonmalignant (T/N) ratio >1.2, whereas one gene (DPYD) showed the converse with a large number of patients showing a lower expression in the tumor tissue (T/N < 0.8). Multiple gene correlations for the genes of the 5-FU pathway were found with the Spearman rank correlation of >0.6 (all P > 0.001), suggesting possible coregulation mechanisms. Hierarchical clustering analysis created at least three groups of genes, which were consistent with groupings by the other statistical methods. Additionally, the hierarchical clustering showed two distinct groups of patients based on their gene expression. These variations in gene expression could provide valuable insights for optimizing treatment selection for patients with colorectal cancer.

Adult↗

Towards precise classification of cancers based on robust gene functional expression profiles.

BACKGROUND: Development of robust and efficient methods for analyzing and interpreting high dimension gene expression profiles continues to be a focus in computational biology. The accumulated experiment evidence supports the assumption that genes express and perform their functions in modular fashions in cells. Therefore, there is an open space for development of the timely and relevant computational algorithms that use robust functional expression profiles towards precise classification of complex human diseases at the modular level. RESULTS: Inspired by the insight that genes act as a module to carry out a highly integrated cellular function, we thus define a low dimension functional expression profile for data reduction. After annotating each individual gene to functional categories defined in a proper gene function classification system such as Gene Ontology applied in this study, we identify those functional categories enriched with differentially expressed genes. For each functional category or functional module, we compute a summary measure (s) for the raw expression values of the annotated genes to capture the overall activity level of the module. In this way, we can treat the gene expressions within a functional module as an integrative data point to replace the multiple values of individual genes. We compare the classification performance of decision trees based on functional expression profiles with the conventional gene expression profiles using four publicly available datasets, which indicates that precise classification of tumour types and improved interpretation can be achieved with the reduced functional expression profiles. CONCLUSION: This modular approach is demonstrated to be a powerful alternative approach to analyzing high dimension microarray data and is robust to high measurement noise and intrinsic biological variance inherent in microarray data. Furthermore, efficient integration with current biological knowledge has facilitated the interpretation of the underlying molecular mechanisms for complex human diseases at the modular level.

Algorithms↗