Systems biology approaches and pathway tools for investigating cardiovascular disease
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1 Systems biology approaches and pathway tools for investigating cardiovascular disease Craig E. Wheelock 1,2*, Åsa M. Wheelock 2,3,4, Shuichi Kawashima 5, Diego Diez 2, Minoru Kanehisa 2,5, Marjan van Erk 6, Robert Kleemann 7, Jesper Z. Haeggström 1, and Susumu Goto 2 1 Department of Medical Biochemistry and Biophysics, Division of Physiological Chemistry II, Karolinska Institutet, S Stockholm, Sweden, 2 Bioinformatics Center, Institute for Chemical Research, Kyoto University, Uji, Kyoto , Japan, 3 Lung Research Lab L4:01, Respiratory Medicine Unit, Department of Medicine, Karolinska Institutet, Stockholm, Sweden, 4 Karolinska Biomics Center Z5:02, Karolinska University Hospital, Stockholm, Sweden, 5 Human Genome Center, Institute of Medical Science, University of Tokyo, Shirokanedai, Minato-ku, Tokyo , Tokyo, 6 Department of Physiological Genomics, TNO-Quality of Life, BioSciences, Utrechtseweg 48, 3704 HE Zeist, The Netherlands, 7 Department of Vascular and Metabolic Disease, TNO-Quality of Life, BioSciences, Gaubius Laboratory, Zernikedreef 9, 2333 CK Leiden, The Netherlands This supplementary information provides the complete list of KEGG biochemical pathways that were identified by KegArray as affected by the different cholesterol treatments. The KegArray parameters were set to display a 1.1-fold difference and non-affected pathways were excluded. The information in Table S1 is for the 60 different pathways affected by low cholesterol in the diet (0.25% w/w), Table S2 is for the 76 pathways affected by high cholesterol in the diet (1.0% w/w) and Table S3 is the 77 pathways that were differentially affected between low and high cholesterol in the diet. The pathway names as well as the KEGG map ids (i.e., mmu01040) are provided for each pathway. The KegArray tool is freely available for download from the website: Page 1 of 7
2 Table S1. Pathway Search Results for Low Cholesterol Treatment a mmu01040 Biosynthesis of unsaturated fatty acids mmu00564 Glycerophospholipid metabolism mmu03320 PPAR signaling pathway mmu00100 Biosynthesis of steroids mmu00071 Fatty acid metabolism mmu00061 Fatty acid biosynthesis mmu00591 Linoleic acid metabolism mmu04910 Insulin signaling pathway mmu00590 Arachidonic acid metabolism mmu00592 alpha-linolenic acid metabolism mmu00650 Butanoate metabolism mmu04920 Adipocytokine signaling pathway mmu00120 Bile acid biosynthesis mmu00150 Androgen and estrogen metabolism mmu00561 Glycerolipid metabolism mmu00565 Ether lipid metabolism mmu00632 Benzoate degradation via CoA ligation mmu00903 Limonene and pinene degradation mmu00960 Alkaloid biosynthesis II mmu01031 Glycan structures - biosynthesis 2 mmu04664 Fc epsilon RI signaling pathway mmu04730 Long-term depression mmu04912 GnRH signaling pathway mmu00020 Citrate cycle (TCA cycle) mmu00062 Fatty acid elongation in mitochondria mmu00260 Glycine, serine and threonine metabolism mmu00280 Valine, leucine and isoleucine degradation mmu00350 Tyrosine metabolism mmu00440 Aminophosphonate metabolism mmu00562 Inositol phosphate metabolism mmu00563 Glycosylphosphatidylinositol(GPI)-anchor biosynthesis mmu00620 Pyruvate metabolism mmu00830 Retinol metabolism mmu00900 Terpenoid biosynthesis mmu00920 Sulfur metabolism mmu04010 MAPK signaling pathway mmu04070 Phosphatidylinositol signaling system mmu04370 VEGF signaling pathway mmu04810 Regulation of actin cytoskeleton mmu00051 Fructose and mannose metabolism mmu00140 C21-Steroid hormone metabolism mmu00252 Alanine and aspartate metabolism mmu00310 Lysine degradation mmu00360 Phenylalanine metabolism mmu00363 Bisphenol A degradation mmu00380 Tryptophan metabolism Page 2 of 7
3 mmu00410 beta-alanine metabolism mmu00510 N-Glycan biosynthesis mmu00600 Sphingolipid metabolism mmu00604 Glycosphingolipid biosynthesis - ganglioseries mmu and 2-Methylnaphthalene degradation mmu00625 Tetrachloroethene degradation mmu00630 Glyoxylate and dicarboxylate metabolism mmu00640 Propanoate metabolism mmu00720 Reductive carboxylate cycle (CO2 fixation) mmu00930 Caprolactam degradation mmu01030 Glycan structures - biosynthesis 1 mmu02010 ABC transporters - General mmu05010 Alzheimer's disease mmu05215 Prostate cancer a Data are from a KegArray-based analysis of quantified lipid and transcriptomics data from Kleemann et al. 69. Displayed data are for KEGG metabolic pathways affected by exposure to low cholesterol with a 1.1-fold threshold in KegArray. Page 3 of 7
4 Table S2. Pathway Search Results for High Cholesterol a mmu01040 Biosynthesis of unsaturated fatty acids mmu00564 Glycerophospholipid metabolism mmu03320 PPAR signaling pathway mmu00071 Fatty acid metabolism mmu04920 Adipocytokine signaling pathway mmu00100 Biosynthesis of steroids mmu00600 Sphingolipid metabolism mmu00565 Ether lipid metabolism mmu00590 Arachidonic acid metabolism mmu00591 Linoleic acid metabolism mmu00650 Butanoate metabolism mmu00061 Fatty acid biosynthesis mmu00120 Bile acid biosynthesis mmu00561 Glycerolipid metabolism mmu00592 alpha-linolenic acid metabolism mmu01031 Glycan structures - biosynthesis 2 mmu04664 Fc epsilon RI signaling pathway mmu04730 Long-term depression mmu04910 Insulin signaling pathway mmu04912 GnRH signaling pathway mmu00062 Fatty acid elongation in mitochondria mmu00150 Androgen and estrogen metabolism mmu00280 Valine, leucine and isoleucine degradation mmu04070 Phosphatidylinositol signaling system mmu04370 VEGF signaling pathway mmu00020 Citrate cycle (TCA cycle) mmu00310 Lysine degradation mmu00380 Tryptophan metabolism mmu00562 Inositol phosphate metabolism mmu00620 Pyruvate metabolism mmu00632 Benzoate degradation via CoA ligation mmu00830 Retinol metabolism mmu00903 Limonene and pinene degradation mmu00930 Caprolactam degradation mmu04010 MAPK signaling pathway mmu00252 Alanine and aspartate metabolism mmu00260 Glycine, serine and threonine metabolism mmu00281 Geraniol degradation mmu00350 Tyrosine metabolism mmu00410 beta-alanine metabolism mmu00440 Aminophosphonate metabolism mmu00510 N-Glycan biosynthesis mmu00563 Glycosylphosphatidylinositol(GPI)-anchor biosynthesis mmu00604 Glycosphingolipid biosynthesis - ganglioseries mmu00640 Propanoate metabolism mmu00900 Terpenoid biosynthesis mmu00920 Sulfur metabolism Page 4 of 7
5 mmu00960 Alkaloid biosynthesis II mmu01030 Glycan structures - biosynthesis 1 mmu04810 Regulation of actin cytoskeleton mmu05215 Prostate cancer mmu00051 Fructose and mannose metabolism mmu00140 C21-Steroid hormone metabolism mmu00360 Phenylalanine metabolism mmu00363 Bisphenol A degradation mmu and 2-Methylnaphthalene degradation mmu00625 Tetrachloroethene degradation mmu00630 Glyoxylate and dicarboxylate metabolism mmu00720 Reductive carboxylate cycle (CO2 fixation) mmu01032 Glycan structures - degradation mmu02010 ABC transporters - General mmu04012 ErbB signaling pathway mmu04020 Calcium signaling pathway mmu04060 Cytokine-cytokine receptor interaction mmu04080 Neuroactive ligand-receptor interaction mmu04310 Wnt signaling pathway mmu04350 TGF-beta signaling pathway mmu04530 Tight junction mmu04630 Jak-STAT signaling pathway mmu04650 Natural killer cell mediated cytotoxicity mmu04662 B cell receptor signaling pathway mmu04670 Leukocyte transendothelial migration mmu04930 Type II diabetes mellitus mmu05010 Alzheimer's disease mmu05214 Glioma mmu05223 Non-small cell lung cancer a Data are from a KegArray-based analysis of quantified lipid and transcriptomics data from Kleemann et al. 69. Displayed data are for KEGG metabolic pathways affected by exposure to high cholesterol with a 1.1-fold threshold in KegArray. Page 5 of 7
6 Table S3. Pathway Search Results for High Cholesterol vs. Low Cholesterol a mmu01040 Biosynthesis of unsaturated fatty acids mmu03320 PPAR signaling pathway mmu00564 Glycerophospholipid metabolism mmu00071 Fatty acid metabolism mmu04920 Adipocytokine signaling pathway mmu00565 Ether lipid metabolism mmu00590 Arachidonic acid metabolism mmu00100 Biosynthesis of steroids mmu00120 Bile acid biosynthesis mmu00561 Glycerolipid metabolism mmu00600 Sphingolipid metabolism mmu00591 Linoleic acid metabolism mmu00592 alpha-linolenic acid metabolism mmu04664 Fc epsilon RI signaling pathway mmu04912 GnRH signaling pathway mmu00650 Butanoate metabolism mmu04370 VEGF signaling pathway mmu04730 Long-term depression mmu00061 Fatty acid biosynthesis mmu00062 Fatty acid elongation in mitochondria mmu00632 Benzoate degradation via CoA ligation mmu00830 Retinol metabolism mmu00903 Limonene and pinene degradation mmu01031 Glycan structures - biosynthesis 2 mmu04010 MAPK signaling pathway mmu04070 Phosphatidylinositol signaling system mmu00150 Androgen and estrogen metabolism mmu00260 Glycine, serine and threonine metabolism mmu00280 Valine, leucine and isoleucine degradation mmu00310 Lysine degradation mmu00350 Tyrosine metabolism mmu00380 Tryptophan metabolism mmu00410 beta-alanine metabolism mmu00510 N-Glycan biosynthesis mmu00562 Inositol phosphate metabolism mmu00620 Pyruvate metabolism mmu and 2-Methylnaphthalene degradation mmu00640 Propanoate metabolism mmu00930 Caprolactam degradation mmu00960 Alkaloid biosynthesis II mmu01030 Glycan structures - biosynthesis 1 mmu04662 B cell receptor signaling pathway mmu04910 Insulin signaling pathway mmu00010 Glycolysis / Gluconeogenesis mmu00020 Citrate cycle (TCA cycle) mmu00051 Fructose and mannose metabolism mmu00140 C21-Steroid hormone metabolism Page 6 of 7
7 mmu00252 Alanine and aspartate metabolism mmu00281 Geraniol degradation mmu00360 Phenylalanine metabolism mmu00363 Bisphenol A degradation mmu00440 Aminophosphonate metabolism mmu00563 Glycosylphosphatidylinositol(GPI)-anchor biosynthesis mmu00604 Glycosphingolipid biosynthesis - ganglioseries mmu00625 Tetrachloroethene degradation mmu00630 Glyoxylate and dicarboxylate metabolism mmu Chloroacrylic acid degradation mmu00680 Methane metabolism mmu00900 Terpenoid biosynthesis mmu00920 Sulfur metabolism mmu00980 Metabolism of xenobiotics by cytochrome P450 mmu00982 Drug metabolism - cytochrome P450 mmu01032 Glycan structures - degradation mmu02010 ABC transporters - General mmu04012 ErbB signaling pathway mmu04020 Calcium signaling pathway mmu04060 Cytokine-cytokine receptor interaction mmu04080 Neuroactive ligand-receptor interaction mmu04630 Jak-STAT signaling pathway mmu04650 Natural killer cell mediated cytotoxicity mmu04670 Leukocyte transendothelial migration mmu04810 Regulation of actin cytoskeleton mmu04930 Type II diabetes mellitus mmu05010 Alzheimer's disease mmu05214 Glioma mmu05215 Prostate cancer mmu05223 Non-small cell lung cancer a Data are from a KegArray-based analysis of quantified lipid and transcriptomics data from Kleemann et al. 69. Displayed data are for KEGG metabolic pathways that differ between exposure to low and high cholesterol with a 1.1-fold threshold in KegArray. Page 7 of 7
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(30 pts.) 16. (24 pts.) 17. (20 pts.) 18. (16 pts.) 19. (5 pts.) 20. (5 pts.) TOTAL (100 points)
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