| Literature DB >> 17428332 |
Michael Xavier Doss1, Johannes Winkler, Shuhua Chen, Rita Hippler-Altenburg, Isaia Sotiriadou, Marcel Halbach, Kurt Pfannkuche, Huamin Liang, Herbert Schulz, Oliver Hummel, Norbert Hübner, Ruth Rottscheidt, Jürgen Hescheler, Agapios Sachinidis.
Abstract
BACKGROUND: Characterization of gene expression signatures for cardiomyocytes derived from embryonic stem cells will help to define their early biologic processes.Entities:
Mesh:
Substances:
Year: 2007 PMID: 17428332 PMCID: PMC1896009 DOI: 10.1186/gb-2007-8-4-r56
Source DB: PubMed Journal: Genome Biol ISSN: 1474-7596 Impact factor: 13.583
Figure 1Enrichment of α-MHC+ cells isolated from the α-MHC+ ES cell lineage after puromycin treatment. (a) Progressive purification of α-myosin heavy chain (MHC)+ cardiac cell aggregates after treatment of the 8-day-old embryoid bodies (EBs) with 4 μg/ml puromycin for 7 days. Puromycin containing medium was refreshed every second day. (b) Reverse transcription (RT)-polymerase chain reaction (PCR) analysis of α-MHC expression during EB differentiation (for RT-PCR conditions and primers, see Additional data file 3). (c,d) Cells from 15-day-old EBs and 15-day-old puromycin purified α-MHC+ aggregates were dissociated by trypsinization and the purity of the α-MHC+ cells in the 15-day-old EBs (panel c) and in the 15-day-old α-MHC+ aggregates (panel d) was examined by fluorescence-activate cell sorting analysis. (e) Characterization of ES cell derived cardiomyocytes by immunocytochemistry. α-MHC+ cardiomyocytes were dissociated with collagenase B and plated on fibronectin coated coverslips. (e) Enhanced green fluorescent protein (EGFP) expression of single α-MHC+ cells with different morphologies (subpanels a, c, and e). Detection of α-cardiac actinin (subpanels b, d, and f) and connexion-43 (subpanels g and h) was performed using anti-cardiac actinin (1:400) and anti-connexin-43 (1:400). Secondary detection was performed with anti-mouse-IgG1-AlexaFluor555 and anti-rabbit-Ig-AlexaFluor647. Hoechst dye was used to stain nuclei. Bars in panel e (subpanels a to f) are 50 μm; bar in panel e (subpanel g) is 20 μm; and bar in panel (subpanel h) is 7.5 μm.
Figure 2Electrophysiological characterisation of α-MHC+ cells. (a) Characteristic cardiac action potential (APs) of puromycin purified α-myosin heavy chain (MHC)+ cells. Most APs had a typical cardiac AP morphology but could not be further specified. Only few APs exhibited typical features of pacemaker-like, atrial-like, or ventricular-like APs. The minimal diastolic potential was -60.2 ± 1.1 mV. The maximal upstroke velocity was 22.9 ± 2.2 V/s. APD90, APD50 and APD20 (AP duration from maximum to 90%, 50% and 20% repolarization) were 96.4 ± 4.2 ms, 71.1 ± 3.9 ms, and 41.3 ± 2.6 ms, respectively. Representative recordings showing the effect of (b) carbachol (1 μmol/l) and (c) isoproterenol (1 μmol/l) on the spontaneous AP frequency. Statistical analysis of the effects of (d) carbachol (1 μmol/l) and (e) isoproterenol (1 μmol/l) on the spontaneous AP frequency. Carbachol caused a decrease whereas isoproterenol increased the spontaneous AP frequency.
Figure 3Validation of Affymetrix data by quantitative real-time PCR and semi-quantitative PCR analyses. (a) Validation of Affymetrix data by quantitative real-time polymerase chain reaction (PCR) analyses. The fold change was calculated by using the following formula: fold-change = . ΔCt of the gene in the sample in which it is expressed lowest is taken as ΔCt gene2 to calculate the fold change using the above formula. The resulting fold change is expressed as percentage of the maximum fold change (= 100%) for that particular gene in every assay. Values are expressed as mean ± standard deviation (n = 3; technical replicates). (b) Additional validation of Affymetrix data by semi-quantitative reverse transcription (RT)-PCR analyses. Randomly chosen candidate genes to validate Affymetrix data by semi-quantitiative RT-PCR analyses and their relative expression values expressed as percentage of maximum expression for every gene, as obtained from Affymetrix profiling, are given in the table.
Figure 4Selected GO annotations of genes differentially expressed in α-MHC+ cells. Shown are selected Gene Ontology (GO) annotations (biologic process [BP]) of genes that are differentially expressed in α-MHC+ cells as compared with the 15-day-old embryoid bodies (EBs) and compared with the α-MHC embryonic stem (ES) cells. A total of 1,845 probe set IDs, which were differentially expressed in α-MHC+ cells, were converted to Genbank accessions and redundancies were removed. SOURCE was used to obtain GO BP annotations. Genesis was used to visualize and identify GO BP categories of interest and extract corresponding lists of transcripts. (a) The pie chart shows the distribution of these annotations. (b) The bar chart shows the number of genes in the categories adhesion, cell cycle, cell death, cell-cell signalling, cellular metabolism, development, stress response, signal transduction, transcription, and transport separately for upregulated and downregulated transcripts.
Figure 5Hierarchical clustering of probe sets identified as upregulated in α-MHC+ cells. Shown is a visualization of the hierarchical clustering of probe sets identified as upregulated in the α-myosin heavy chain (MHC)+ cells with an expression level at least twofold higher than in 15-day-old EBs and in α-MHC embryonic stem cells. Each probe set is represented by a single row of colored boxes; each array is represented by a single column. Rectangles corresponding to intermediately expressed probe sets are colored black, upregulated probe sets are indicated with red of increasing intensity, and weakly expressed probe sets with green of increasing intensity. The dendrogram on the left of the figure represents the similarity matrix of probe sets.
Functional annotations enriched among transcripts that are upregulated in α-MHC positive cells
| Category | Term | Count | P value |
| GOTERM_MF_5 | Hydrogen ion transporter activity | 30 | 9.49 × e-17 |
| GOTERM_MF_5 | NADH dehydrogenase (quinone) activity | 17 | 6.70 × e-14 |
| GOTERM_MF_5 | NADH dehydrogenase (ubiquinone) activity | 17 | 6.70 × e-14 |
| GOTERM_MF_5 | Sodium ion transporter activity | 17 | 6.70 × e-14 |
| KEGG_PATHWAY | Oxidative phosphorylation ( | 25 | 8.59 × e-12 |
| GOTERM_CC_5 | Myofibril | 16 | 1.36 × e-10 |
| GOTERM_CC_5 | Mitochondrion | 61 | 7.52 × e-09 |
| GOTERM_CC_5 | Striated muscle thin filament | 8 | 4.12 × e-07 |
| GOTERM_BP_5 | Cation transport | 30 | 7.59 × e-06 |
| GOTERM_CC_5 | Mitochondrial membrane | 21 | 2.91 × e-05 |
| GOTERM_CC_5 | Mitochondrial inner membrane | 18 | 1.21 × e-04 |
| GOTERM_MF_5 | Voltage-gated ion channel activity | 14 | 1.75 × e-04 |
| GOTERM_BP_5 | Coenzyme metabolism | 13 | 2.59 × e-04 |
| GOTERM_BP_5 | Ion transport | 35 | 3.21 × e-04 |
| GOTERM_CC_5 | Mitochondrial electron transport chain | 10 | 3.40 × e-04 |
| GOTERM_BP_5 | Cytoskeleton organization and biogenesis | 24 | 5.84 × e-04 |
| GOTERM_CC_5 | Actin cytoskeleton | 19 | 5.85 × e-04 |
| GOTERM_BP_5 | Electron transport | 23 | 1.41 × e-03 |
| GOTERM_CC_5 | Cytoskeleton | 44 | 1.46 × e-03 |
| GOTERM_MF_5 | ATPase activity, coupled to transmembrane movement of ions, phosphorylative mechanism | 9 | 1.70 × e-03 |
| GOTERM_CC_5 | Sodium | 4 | 2.39 × e-03 |
| KEGG_PATHWAY | Calcium signaling pathway ( | 17 | 2.42 × e-03 |
| GOTERM_BP_5 | Proton transport | 7 | 2.92 × e-03 |
| GOTERM_MF_5 | Sodium | 4 | 5.26 × e-03 |
| GOTERM_BP_5 | Phosphate metabolism | 33 | 7.20 × e-03 |
| GOTERM_BP_5 | Oxidative phosphorylation | 7 | 7.63 × e-03 |
| GOTERM_BP_5 | Vesicle-mediated transport | 16 | 7.96 × e-03 |
| GOTERM_BP_5 | Hydrogen transport | 7 | 8.19 × e-03 |
| GOTERM_MF_5 | Cytochrome | 5 | 9.38 × e-03 |
| GOTERM_MF_5 | ATPase activity, coupled to transmembrane movement of substances | 10 | 1.24 × e-02 |
| GOTERM_BP_5 | Negative regulation of signal transduction | 5 | 1.55 × e-02 |
| GOTERM_BP_5 | Negative regulation of cell organization and biogenesis | 4 | 1.56 × e-02 |
| GOTERM_BP_5 | Co-factor biosynthesis | 8 | 1.62 × e-02 |
| GOTERM_CC_5 | Myosin | 7 | 1.75 × e-02 |
| GOTERM_BP_5 | Cell growth | 7 | 2.03 × e-02 |
| GOTERM_BP_5 | Regulation of cell size | 7 | 2.36 × e-02 |
| GOTERM_BP_5 | Negative regulation of Wnt receptor signaling pathway | 3 | 2.55 × e-02 |
| GOTERM_MF_5 | Calcium | 3 | 2.69 × e-02 |
| GOTERM_BP_5 | Enzyme-linked receptor protein signaling pathway | 11 | 3.03 × e-02 |
| GOTERM_BP_5 | Nucleotide biosynthesis | 8 | 3.53 × e-02 |
| GOTERM_MF_5 | Protein kinase activity | 25 | 3.66 × e-02 |
| GOTERM_BP_5 | Cellular protein metabolism | 89 | 3.88 × e-02 |
| GOTERM_BP_5 | Negative regulation of nucleobase, nucleoside, nucleotide, and nucleic acid metabolism | 9 | 4.10 × e-02 |
| GOTERM_BP_5 | Fatty acid metabolism | 8 | 4.71 × e-02 |
| GOTERM_BP_5 | Intracellular receptor-mediated signaling pathway | 3 | 5.47 × e-02 |
| GOTERM_MF_5 | Protein phosphatase inhibitor activity | 3 | 5.77 × e-02 |
| GOTERM_BP_5 | Regulation of Wnt receptor signaling pathway | 3 | 6.15 × e-02 |
| GOTERM_BP_5 | Response to temperature | 4 | 6.33 × e-02 |
| GOTERM_BP_5 | Gas transport | 3 | 6.86 × e-02 |
| GOTERM_BP_5 | Oxygen transport | 3 | 6.86 × e-02 |
| BIOCARTA | P38 MAPK signaling pathway ( | 5 | 7.68 × e-02 |
| GOTERM_MF_5 | Arsenate reductase (glutaredoxin) activity | 2 | 7.68 × e-02 |
| GOTERM_MF_5 | Hydrogen-exporting ATPase activity, phosphorylative mechanism | 4 | 7.72 × e-02 |
| GOTERM_MF_5 | Microtubule binding | 4 | 7.72 × e-02 |
| GOTERM_BP_5 | Apoptosis | 17 | 7.90 × e-02 |
| GOTERM_MF_5 | Transcription coactivator activity | 5 | 8.72 × e-02 |
| GOTERM_BP_5 | Endocytosis | 8 | 8.94 × e-02 |
| GOTERM_BP_5 | Nucleotide metabolism | 9 | 9.01 × e-02 |
| GOTERM_BP_5 | Secretory pathway | 7 | 9.20 × e-02 |
| GOTERM_BP_5 | Cellular lipid metabolism | 15 | 9.71 × e-02 |
| GOTERM_MF_5 | Transcription corepressor activity | 4 | 9.75 × e-02 |
| GOTERM_CC_5 | Adherens junction | 5 | 9.84 × e-02 |
| GOTERM_BP_5 | Second messenger mediated signaling | 6 | 9.87 × e-02 |
Functional annotations that are enriched among transcripts upregulated in α-myosin heavy chain (MHC) positive cells (intersection of upregulation in the 15-day-old α-MHC+ cardiomyocytes [twofold, Student's t-test P value < 0.01] as compared with the control cells in the 15-day-old embryoid bodies and compared with the undifferentiated α-MHC embryonic stem cells). 'Count' refers to the number of transcripts in the respective category; the 'P value' column shows the value of Fisher's exact t-test, as used by DAVID to measure the enrichment in annotation terms. GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes; MAPK, mitogen-activated protein kinase.
Figure 6Hierarchical clustering of probe sets identified as downregulated in α-MHC+ cells. Shown is a visualization of the hierarchical clustering of probe sets identified as downregulated in the α-MHC+ cells with an expression level at least twofold lower than in 15-day-old EBs and in α-MHC embryonic stem cells. Each probe set is represented by a single row of colored boxes; each array is represented by a single column. Rectangles corresponding to intermediately expressed probe sets are colored black, upregulated probe sets are indicated with red of increasing intensity, and weakly expressed probe sets with green of increasing intensity. The dendrogram on the left of the figure represents the similarity matrix of probe sets.
Functional annotations enriched among transcripts that are downregulated in α-MHC positive cells
| Category | Term | Count | P value |
| GOTERM_BP_5 | DNA metabolism | 76 | 3.17 × e-24 |
| GOTERM_BP_5 | M phase | 41 | 1.79 × e-23 |
| GOTERM_BP_5 | DNA replication | 35 | 2.91 × e-19 |
| GOTERM_BP_5 | Mitotic cell cycle | 35 | 1.92 × e-17 |
| KEGG_PATHWAY | Cell cycle | 32 | 7.70 × e-17 |
| GOTERM_MF_5 | ATP binding | 101 | 3.13 × e-15 |
| GOTERM_CC_5 | Chromosome | 46 | 9.39 × e-13 |
| GOTERM_BP_5 | DNA repair | 27 | 2.88 × e-10 |
| GOTERM_BP_5 | Regulation of cell cycle | 40 | 7.18 × e-10 |
| GOTERM_CC_5 | Chromosome, pericentric region | 15 | 2.39 × e-09 |
| GOTERM_BP_5 | RNA processing | 32 | 5.21 × e-09 |
| GOTERM_BP_5 | mRNA metabolism | 24 | 1.28 × e-08 |
| GOTERM_BP_5 | RNA metabolism | 37 | 1.29 × e-08 |
| GOTERM_CC_5 | Nucleus | 229 | 2.04 × e-07 |
| GOTERM_MF_5 | Exonuclease activity | 12 | 9.96 × e-07 |
| GOTERM_CC_5 | Kinetochore | 9 | 1.68 × e-06 |
| GOTERM_CC_5 | Replication fork | 9 | 1.68 × e-06 |
| GOTERM_CC_5 | Condensed chromosome | 12 | 3.78 × e-06 |
| GOTERM_CC_5 | Replisome | 8 | 8.86 × e-06 |
| GOTERM_MF_5 | Pyrophosphatase activity | 40 | 1.85 × e-05 |
| GOTERM_BP_5 | Regulation of DNA metabolism | 6 | 4.69 × e-05 |
| KEGG_PATHWAY | Pyrimidine metabolism | 14 | 4.94 × e-05 |
| GOTERM_CC_5 | Spindle | 13 | 8.62 × e-05 |
| GOTERM_BP_5 | DNA recombination | 11 | 1.44 × e-04 |
| GOTERM_BP_5 | DNA damage response, signal transduction | 6 | 3.13 × e-04 |
| GOTERM_BP_5 | Coenzyme metabolism | 15 | 8.57 × e-04 |
| GOTERM_BP_5 | Carboxylic acid metabolism | 27 | 1.04 × e-03 |
| GOTERM_BP_5 | Nuclear transport | 11 | 1.07 × e-03 |
| GOTERM_CC_5 | Nucleolus | 16 | 1.22 × e-03 |
| GOTERM_BP_5 | Amine biosynthesis | 9 | 1.23 × e-03 |
| GOTERM_BP_5 | Amino acid metabolism | 16 | 2.25 × e-03 |
| GOTERM_CC_5 | Microtubule cytoskeleton | 24 | 3.62 × e-03 |
| GOTERM_BP_5 | Folic acid and derivative metabolism | 4 | 3.75 × e-03 |
| GOTERM_BP_5 | Nucleocytoplasmic transport | 11 | 4.02 × e-03 |
| GOTERM_BP_5 | Cellular protein metabolism | 135 | 4.25 × e-03 |
| GOTERM_BP_5 | Cytoskeleton organization and biogenesis | 28 | 5.66 × e-03 |
| KEGG_PATHWAY | Purine metabolism | 14 | 6.33 × e-03 |
| KEGG_PATHWAY | Glycine, serine and threonine metabolism | 7 | 1.01 × e-02 |
| KEGG_PATHWAY | DNA polymerase | 6 | 1.10 × e-02 |
| GOTERM_BP_5 | Dna packaging | 15 | 1.16 × e-02 |
| GOTERM_CC_5 | Nuclear chromosome | 8 | 1.17 × e-02 |
| GOTERM_CC_5 | Spindle pole | 8 | 1.17 × e-02 |
| GOTERM_MF_5 | S-adenosylmethionine-dependent methyltransferase activity | 9 | 1.24 × e-02 |
| BIOCARTA | Cell cycle: G2/M checkpoint | 7 | 1.33 × e-02 |
| GOTERM_BP_5 | Chromosome organization and biogenesis | 19 | 1.36 × e-02 |
| BIOCARTA | Cell cycle: G1/S check point | 7 | 1.59 × e-02 |
| GOTERM_CC_5 | Delta DNA polymerase complex | 3 | 1.59 × e-02 |
| BIOCARTA | Role of Ran in mitotic spindle regulation | 5 | 1.60 × e-02 |
| GOTERM_BP_5 | DNA modification | 6 | 1.64 × e-02 |
| GOTERM_BP_5 | Phosphate metabolism | 43 | 1.65 × e-02 |
| GOTERM_BP_5 | Determination of left/right symmetry | 4 | 1.72 × e-02 |
| GOTERM_BP_5 | Sulfur amino acid metabolism | 4 | 1.72 × e-02 |
| GOTERM_BP_5 | Ribosome biogenesis and assembly | 9 | 1.87 × e-02 |
| BIOCARTA | Role of BRCA1 | 6 | 1.89 × e-02 |
| GOTERM_BP_5 | Response to radiation | 6 | 1.99 × e-02 |
| KEGG_PATHWAY | Methionine metabolism | 4 | 2.03 × e-02 |
| BIOCARTA | CDK regulation of DNA replication | 4 | 2.15 × e-02 |
| BIOCARTA | RB tumor suppressor/checkpoint signaling in response to DNA damage | 4 | 2.15 × e-02 |
| GOTERM_BP_5 | Cellular carbohydrate metabolism | 16 | 2.21 × e-02 |
| GOTERM_BP_5 | rRNA metabolism | 5 | 2.50 × e-02 |
| GOTERM_BP_5 | Nucleic acid transport | 5 | 2.78 × e-02 |
| GOTERM_BP_5 | RNA transport | 5 | 2.78 × e-02 |
| GOTERM_CC_5 | Centrosome | 6 | 2.94 × e-02 |
| BIOCARTA | E2F1 destruction pathway | 4 | 2.96 × e-02 |
| BIOCARTA | Sonic Hedgehog (SHH) receptor Ptc1 regulates cell cycle | 4 | 2.96 × e-02 |
| GOTERM_MF_5 | Amino acid permease activity | 3 | 3.17 × e-02 |
| KEGG_PATHWAY | One carbon pool by folate | 4 | 3.24 × e-02 |
| GOTERM_CC_5 | Nuclear pore | 6 | 3.30 × e-02 |
| GOTERM_BP_5 | Heparan sulfate proteoglycan metabolism | 3 | 3.40 × e-02 |
| GOTERM_BP_5 | Nucleotide metabolism | 13 | 3.93 × e-02 |
| GOTERM_MF_5 | Glycine hydroxymethyltransferase activity | 3 | 3.97 × e-02 |
| GOTERM_MF_5 | Protein kinase activity | 32 | 4.12 × e-02 |
| GOTERM_BP_5 | Nucleobase, nucleoside, nucleotide and nucleic acid transport | 5 | 4.51 × e-02 |
| GOTERM_BP_5 | Positive regulation of programmed cell death | 10 | 4.61 × e-02 |
| GOTERM_MF_5 | DNA-directed DNA polymerase activity | 4 | 4.87 × e-02 |
| BIOCARTA | Activation of Src by protein-tyrosine phosphatase alpha | 3 | 5.41 × e-02 |
| BIOCARTA | Cyclins and cell cycle regulation | 6 | 5.41 × e-02 |
| GOTERM_BP_5 | Steroid metabolism | 9 | 5.54 × e-02 |
| GOTERM_MF_5 | Pre-mRNA splicing factor activity | 5 | 6.43 × e-02 |
| GOTERM_MF_5 | Methylene-tetrahydrofolate dehydrogenase activity | 2 | 7.11 × e-02 |
| GOTERM_BP_5 | Regulation of cell migration | 5 | 7.20 × e-02 |
| BIOCARTA | Cdc25 and chk1 regulatory pathway in response to DNA damage | 3 | 7.55 × e-02 |
| GOTERM_CC_5 | Chromatin | 13 | 8.01 × e-02 |
| GOTERM_BP_5 | Regulation of apoptosis | 16 | 8.13 × e-02 |
| GOTERM_CC_5 | Nuclear membrane | 9 | 8.33 × e-02 |
| GOTERM_BP_5 | Nucleotide biosynthesis | 9 | 8.59 × e-02 |
| GOTERM_CC_5 | Nuclear body | 4 | 8.81 × e-02 |
| GOTERM_BP_5 | Regulation of programmed cell death | 16 | 8.95 × e-02 |
| KEGG_PATHWAY | Urea cycle and metabolism of amino groups | 4 | 9.73 × e-02 |
| BIOCARTA | Regulation of p27 phosphorylation during cell cycle progression | 4 | 9.84 × e-02 |
| GOTERM_CC_5 | Heterochromatin | 4 | 9.89 × e-02 |
Functional annotations that are enriched among transcripts downregulated in myosin heavy chain (MHC) positive cells (intersection of down-regulation in the 15-day-old α-MHC+ cardiomyocytes [twofold, Student's t-test P value < 0.01] compared with the control cells in the 15-day-old embryoid bodies and compared with the undifferentiated α-MHC embryonic stem cells). 'Count' refers to the number of transcripts in the respective category; the 'P value' column shows the value of Fisher's exact t-test, as used by DAVID to measure the enrichment in annotation terms. GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes; MAPK, mitogen-activated protein kinase