1.B-cell Ligand Processing Pathways Detected by Large-scale Comparative Analysis
Towfic FADI ; Gupta SHAKTI ; Honavar VASANT ; Subramaniam SHANKAR
Genomics, Proteomics & Bioinformatics 2012;10(3):142-152
The initiation of B-cell ligand recognition is a critical step for the generation of an immune response against foreign bodies.We sought to identify the biochemical pathways involved in the B-cell ligand recognition cascade and sets of ligands that trigger similar immunological responses.We utilized several comparative approaches to analyze the gene coexpression networks generated from a set of microarray experiments spanning 33 different ligands.First,we compared the degree distributions of the generated networks.Second,we utilized a pairwise network alignment algorithm,BiNA,to align the networks based on the hubs in the networks.Third,we aligned the networks based on a set of KEGG pathways.We summarized our results by constructing a consensus hierarchy of pathways that are involved in B cell ligand recognition.The resulting pathways were further validated through literature for their common physiological responses.Collectively,the results based on our comparative analyses of degree distributions,alignment of hubs,and alignment based on KEGG pathways provide a basis for molecular characterization of the immune response states of B-cells and demonstrate the power of comparative approaches (e.g.,gene coexpression network alignment algorithms) in elucidating biochemical pathways involved in complex signaling events in cells.
2.Reconstruction of pathways associated with amino acid metabolism in human mitochondria.
Purnima GUDA ; Chittibabu GUDA ; Shankar SUBRAMANIAM
Genomics, Proteomics & Bioinformatics 2007;5(3-4):166-176
We have used a bioinformatics approach for the identification and reconstruction of metabolic pathways associated with amino acid metabolism in human mitochondria. Human mitochondrial proteins determined by experimental and computational methods have been superposed on the reference pathways from the KEGG database to identify mitochondrial pathways. Enzymes at the entry and exit points for each reconstructed pathway were identified, and mitochondrial solute carrier proteins were determined where applicable. Intermediate enzymes in the mitochondrial pathways were identified based on the annotations available from public databases, evidence in current literature, or our MITOPRED program, which predicts the mitochondrial localization of proteins. Through integration of the data derived from experimental, bibliographical, and computational sources, we reconstructed the amino acid metabolic pathways in human mitochondria, which could help better understand the mitochondrial metabolism and its role in human health.
Amino Acid Metabolism, Inborn Errors
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genetics
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metabolism
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Amino Acids
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metabolism
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Computational Biology
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Databases, Protein
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Humans
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Mitochondria
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metabolism
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Mitochondrial Proteins
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genetics
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metabolism
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Models, Biological
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Proteomics
3.Reconstruction of Pathways Associated with Amino Acid Metabolism in Human Mitochondria
Guda PURNIMA ; Guda CHITTIBABU ; Subramaniam SHANKAR
Genomics, Proteomics & Bioinformatics 2007;2(3):166-176
We have used a bioinformatics approach for the identification and reconstruction of metabolic pathways associated with amino acid metabolism in human mitochon- dria. Human mitochondrial proteins determined by experimental and computa- tional methods have been superposed on the reference pathways from the KEGG database to identify mitochondrial pathways. Enzymes at the entry and exit points for each reconstructed pathway were identified, and mitochondrial solute carrier proteins were determined where applicable. Intermediate enzymes in the mito- chondrial pathways were identified based on the annotations available from public databases, evidence in current literature, or our MITOPRED program, which pre- dicts the mitochondrial localization of proteins. Through integration of the data derived from experimental, bibliographical, and computational sources, we recon- structed the amino acid metabolic pathways in human mitochondria, which could help better understand the mitochondrial metabolism and its role in human health.