Table 2. Enrichment of functionally related genes in groups of co-expressed genes.
Cluster | Gene Count | Total # Genes | GO Category | Ontology | Description of GO Category | p-value | Enrichment |
cluster 1 (44 genes) | 4 | 47 | GO:0048704 | BP | embryonic skeletal system morphogenesis | 0.0002 | 36.83 |
19 | 682 | GO:0003700 | MF | sequence-specific DNA binding transcription factor activity | 0.0000 | 12.06 | |
3 | 114 | GO:0045892 | BP | negative regulation of transcription, DNA-dependent | 0.0259 | 11.39 | |
8 | 406 | GO:0045944 | BP | positive regulation of transcription from RNA polymerase II promoter | 0.0001 | 8.53 | |
4 | 211 | GO:0016564 | MF | transcription repressor activity | 0.0187 | 8.20 | |
18 | 1499 | GO:0003677 | MF | DNA binding | 0.0000 | 5.20 | |
cluster 2 (51 genes) | 2 | 6 | GO:0070700 | MF | BMP receptor binding | 0.0056 | 124.44 |
2 | 6 | GO:0060272 | BP | embryonic skeletal joint morphogenesis | 0.0056 | 124.44 | |
4 | 33 | GO:0001649 | BP | osteoblast differentiation | 0.0008 | 45.25 | |
3 | 28 | GO:0030855 | BP | epithelial cell differentiation | 0.0033 | 40.00 | |
4 | 42 | GO:0030509 | BP | BMP signaling pathway | 0.0014 | 35.56 | |
4 | 55 | GO:0030326 | BP | embryonic limb morphogenesis | 0.0022 | 27.15 | |
5 | 144 | GO:0007507 | BP | heart development | 0.0029 | 12.96 | |
7 | 211 | GO:0016564 | MF | transcription repressor activity | 0.0008 | 12.39 | |
6 | 406 | GO:0045944 | BP | positive regulation of transcription from RNA polymerase II promoter | 0.0124 | 5.52 | |
cluster 5 (186 genes) | 4 | 33 | GO:0048706 | BP | embryonic skeletal system development | 0.0425 | 12.54 |
5 | 47 | GO:0048704 | BP | embryonic skeletal system morphogenesis | 0.0194 | 11.01 | |
6 | 99 | GO:0004888 | MF | transmembrane receptor activity | 0.0471 | 6.27 | |
6 | 101 | GO:0009952 | BP | anterior/posterior pattern formation | 0.0473 | 6.15 | |
18 | 488 | GO:0043565 | MF | sequence-specific DNA binding | 0.0008 | 3.82 | |
10 | 274 | GO:0045941 | BP | positive regulation of transcription | 0.0425 | 3.78 | |
cluster 6 (475 genes) | 4 | 8 | GO:0048699 | BP | generation of neurons | 0.0186 | 20.52 |
5 | 22 | GO:0035108 | BP | limb morphogenesis | 0.0405 | 9.33 | |
7 | 38 | GO:0042733 | BP | embryonic digit morphogenesis | 0.0150 | 7.56 | |
7 | 45 | GO:0060021 | BP | palate development | 0.0279 | 6.38 | |
11 | 103 | GO:0003735 | MF | structural constituent of ribosome | 0.0150 | 4.38 | |
10 | 100 | GO:0006414 | BP | translational elongation | 0.0351 | 4.10 | |
20 | 242 | GO:0006397 | BP | mRNA processing | 0.0037 | 3.39 | |
17 | 236 | GO:0008380 | BP | RNA splicing | 0.0186 | 2.96 | |
cluster 7 (73 genes) | 3 | 18 | GO:0001837 | BP | epithelial to mesenchymal transition | 0.0288 | 45.33 |
cluster 11 (405 genes) | 4 | 6 | GO:0042273 | BP | ribosomal large subunit biogenesis | 0.0057 | 31.58 |
29 | 100 | GO:0006414 | BP | translational elongation | 0.0000 | 13.74 | |
21 | 103 | GO:0003735 | MF | structural constituent of ribosome | 0.0000 | 9.66 | |
19 | 214 | GO:0006412 | BP | translation | 0.0001 | 4.21 | |
cluster 12 (491 genes) | 5 | 17 | GO:0070491 | MF | repressing transcription factor binding | 0.0373 | 11.43 |
8 | 56 | GO:0016566 | MF | specific transcriptional repressor activity | 0.0373 | 5.55 | |
21 | 261 | GO:0000122 | BP | negative regulation of transcription from RNA polymerase II promoter | 0.0058 | 3.13 | |
16 | 209 | GO:0016481 | BP | negative regulation of transcription | 0.0373 | 2.97 | |
16 | 211 | GO:0016564 | MF | transcription repressor activity | 0.0373 | 2.95 | |
18 | 262 | GO:0051301 | BP | cell division | 0.0437 | 2.67 | |
29 | 468 | GO:0015031 | BP | protein transport | 0.0112 | 2.41 | |
cluster 14 (151 genes) | 5 | 49 | GO:0051216 | BP | cartilage development | 0.0224 | 12.95 |
8/15 clusters were identified to contain cohorts of functional related genes (p<0.05; >2-fold enrichment) primarily represented by transcription factors (clustes 1/2/5/12) and genes associated with limb/skeletal morphogenesis (clusters 1/2/5/6). ‘Gene count’ represents the number of genes in the cluster with the specified biological process or molecular function, while ‘total # genes’ represents the total number of genes present on the microarray within the same category. Enrichment is fold over background. Genes corresponding to GO enriched categories highlighted in brown are plotted in Figure 5. BP biological process; MF molecular function.