| Literature DB >> 23593124 |
Badrul Yahaya1, Gerry McLachlan, Caroline McCorquodale, David Collie.
Abstract
BACKGROUND: Understanding the way in which the airway heals in response to injury is fundamental to dissecting the mechanisms underlying airway disease pathology. As only limited data is available in relation to the in vivo characterisation of the molecular features of repair in the airway we sought to characterise the dynamic changes in gene expression that are associated with the early response to physical injury in the airway wall. METHODOLOGY/PRINCIPALEntities:
Mesh:
Year: 2013 PMID: 23593124 PMCID: PMC3621906 DOI: 10.1371/journal.pone.0058930
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
The DAVID Functional Annotation Clustering tool was used to group genes demonstrating co-ordinate expression on the basis of sharing similar biological meaning.
| Biolayout cluster | DAVID functional annotation cluster | Enrichment score | Term | Count | P Value | ACVRL1 | AGT | ANGPT1 | ANGPT2 | APOE | CAV1 | CDH2 | CDH5 | CITED2 | CXCL12 | DLL4 | EMCN | |
| 001 | 1 | 6.3 | GO:0001568∼blood vessel development | 26 | 3.66E-09 | x | x | x | x | x | x | x | x | x | x | x | x | |
| GO:0001944∼vasculature development | 26 | 6.04E-09 | x | x | x | x | x | x | x | x | x | x | x | x | ||||
| GO:0048514∼blood vessel morphogenesis | 20 | 1.95E-06 | x | x | x | x | x | x | x | x | x | x | x | |||||
| GO:0001525∼angiogenesis | 12 | 0.001 | x | x | x | x | x | x | ||||||||||
| AGT | BCL11A | CD1D | CD3D | CD3E | CD3G | CD40LG | CD74 | CD8A | CD93 | CXCL12 | EPAS1 | |||||||
| 2 | 4.0 | GO:0042110∼T cell activation | 14 | 1.96E-05 | x | x | x | x | x | x | x | x | ||||||
| GO:0030097∼hemopoiesis | 19 | 3.55E-05 | x | x | x | x | x | x | x | x | ||||||||
| GO:0001775∼cell activation | 21 | 4.81E-05 | x | x | x | x | x | x | x | x | x | x | x | |||||
| GO:0045321∼leukocyte activation | 19 | 4.92E-05 | x | x | x | x | x | x | x | x | x | x | ||||||
| GO:0046649∼lymphocyte activation | 17 | 5.09E-05 | x | x | x | x | x | x | x | x | x | |||||||
| GO:0045058∼T cell selection | 6 | 9.07E-05 | x | x | x | x | ||||||||||||
| GO:0048534∼hemopoietic or lymphoid organ development | 19 | 1.24E-04 | x | x | x | x | x | x | x | x | ||||||||
| GO:0030217∼T cell differentiation | 9 | 2.35E-04 | x | x | x | x | x | x | ||||||||||
| GO:0002520∼immune system development | 19 | 2.61E-04 | x | x | x | x | x | x | x | x | ||||||||
| GO:0030098∼lymphocyte differentiation | 11 | 2.94E-04 | x | x | x | x | x | x | x | |||||||||
| GO:0002521∼leukocyte differentiation | 12 | 5.25E-04 | x | x | x | x | x | x | x | |||||||||
The discovered gene groups were ranked according to the EASE enrichment score, which is the minus log transformation of the geometric mean of P-values from the enriched annotation terms associated with the different gene group members. Only groups with EASE scores larger than or equal to 4.0 were considered (geometric mean of Benjamini corrected P-values ≤0.05). For each group the relevant GO-terms for Biological Process are given, together with a list of the genes sharing that term, the number of genes in the query list mapped to any gene set in this ontology (List Total), the number of genes annotated to this gene set on the background list (Pop Hits), the mean Fold enrichment of the genes in the group, the Benjamini-corrected P value (the Fisher Exact Probability Value (representing the “degree of enrichment” of the annotation term within the group) further corrected for false discovery rate using the Benjamini correction) and the false discovery rate (FDR). In this table the two clusters within BioLayout cluster 001 were significantly enriched for terms relating to the formation of blood vessels, and immune cell selection, differentiation and activation.
The results of DAVID functional annotation clustering applied to the genes sharing a coordinate pattern of expression as identified using BioLayout Express 3D.
| Biolayout cluster | DAVID functional annotation cluster | Enrichment score | Term | ADAMTS2 | CCDC80 | COL12A1 | COL18A1 | COL1A1 | COL1A2 | COL3A1 | COL5A1 | COL5A2 | CRABP2 | CST6 | ELN | KRT14 | KRT17 |
| 002 | 1 | 12.7 | GO:0030198∼extracellular matrix organization | x | x | x | x | x | x | x | x | x | x | ||||
| GO:0043062∼extracellular structure organization | x | x | x | x | x | x | x | x | x | x | |||||||
| GO:0030199∼collagen fibril organization | x | x | x | x | x | x | x | ||||||||||
| 2 | 6.9 | GO:0030199∼collagen fibril organization | x | x | x | x | x | x | x | ||||||||
| GO:0032963∼collagen metabolic process | x | x | x | x | |||||||||||||
| GO:0044259∼multicellular organismal macromolecule metabolic process | x | x | x | x | |||||||||||||
| GO:0044236∼multicellular organismal metabolic process | x | x | x | x | |||||||||||||
| GO:0007398∼ectoderm development | x | x | x | x | x | x | x | x | x | x | |||||||
| GO:0008544∼epidermis development | x | x | x | x | x | x | x | x | x | x | |||||||
| GO:0043588∼skin development | x | x | x | x | x | x | |||||||||||
| GO:0032964∼collagen biosynthetic process | x | x | x | ||||||||||||||
| GO:0030574∼collagen catabolic process | x | ||||||||||||||||
| GO:0044243∼multicellular organismal catabolic process | x | ||||||||||||||||
| ADAMTS2 | AEBP1 | ANKH | BMP1 | COL12A1 | COL1A1 | COL1A2 | COL3A1 | COL5A2 | FBN1 | IGFBP3 | INHBA | MMP13 | MMP2 | ||||
| 002 | 3 | 4.2 | GO:0001501∼skeletal system development | x | x | x | x | x | x | x | x | x | x | x | x | x | |
| GO:0001503∼ossification | x | x | x | x | x | x | |||||||||||
| GO:0060348∼bone development | x | x | x | x | x | x | |||||||||||
| GO:0048705∼skeletal system morphogenesis | x | x | x | ||||||||||||||
| GO:0060349∼bone morphogenesis | x |
In this instance the functional annotation is applied to the genes of cluster 002, and the results indicate that the gene lists are enriched for terms relating to the biological processes of extracellular matrix organisation, collagen fibril organisation, collagen metabolism, and skeletal system development. See the legend for table 2 for a description of the column headings.
The results of DAVID functional annotation clustering applied to the genes sharing a coordinate pattern of expression as identified using BioLayout Express 3D.
| Biolayout cluster | DAVID functional annotation cluster | Enrichment score | Term | ASF1B | ASPM | AURKA | AURKB | BIRC5 | BUB1 | CBX5 | CCNA2 | CCNB1 | CCNB2 | CCNB3 | CDC20 | CDC45 | CDC6 | CDCA3 | CDCA5 | CDKN2D | CDT1 | CENPH | CEP72 |
| 003 | 1 | 31.3 | GO:0000279∼M phase | x | x | x | x | x | x | x | x | x | x | x | x | x | |||||||
| GO:0022403∼cell cycle phase | x | x | x | x | x | x | x | x | x | x | x | x | x | x | |||||||||
| GO:0007049∼cell cycle | x | x | x | x | x | x | x | x | x | x | x | x | x | x | x | x | x | ||||||
| GO:0022402∼cell cycle process | x | x | x | x | x | x | x | x | x | x | x | x | x | x | x | ||||||||
| GO:0000280∼nuclear division | x | x | x | x | x | x | x | x | x | x | x | x | |||||||||||
| GO:0007067∼mitosis | x | x | x | x | x | x | x | x | x | x | x | x | |||||||||||
| GO:0000087∼M phase of mitotic cell cycle | x | x | x | x | x | x | x | x | x | x | x | x | |||||||||||
| GO:0048285∼organelle fission | x | x | x | x | x | x | x | x | x | x | x | x | |||||||||||
| GO:0000278∼mitotic cell cycle | x | x | x | x | x | x | x | x | x | x | x | x | x | ||||||||||
| GO:0051301∼cell division | x | x | x | x | x | x | x | x | x | x | x | x | x | ||||||||||
| GO:0007059∼chromosome segregation | x | x | x | ||||||||||||||||||||
| 2 | 12.1 | GO:0007051∼spindle organization | x | ||||||||||||||||||||
| GO:0000226∼microtubule cytoskeleton organization | x | x | |||||||||||||||||||||
| GO:0007017∼microtubule-based process | x | x | |||||||||||||||||||||
| GO:0007010∼cytoskeleton organization | x | x | |||||||||||||||||||||
| 3 | 8.1 | GO:0006259∼DNA metabolic process | x | x | x | x | |||||||||||||||||
| GO:0006974∼response to DNA damage stimulus | x | x | |||||||||||||||||||||
| GO:0006281∼DNA repair | x | ||||||||||||||||||||||
| GO:0033554∼cellular response to stress | x | x | |||||||||||||||||||||
| 4 | 7.3 | GO:0007059∼chromosome segregation | x | x | x | ||||||||||||||||||
| GO:0000070∼mitotic sister chromatid segregation | x | ||||||||||||||||||||||
| GO:0000819∼sister chromatid segregation | x | ||||||||||||||||||||||
| GO:0051276∼chromosome organization | x | x | x | x | |||||||||||||||||||
| GO:0007076∼mitotic chromosome condensation | x | ||||||||||||||||||||||
| GO:0030261∼chromosome condensation | x | ||||||||||||||||||||||
| GO:0006323∼DNA packaging | x | x | |||||||||||||||||||||
| 5 | 5.7 | GO:0007126∼meiosis | x | ||||||||||||||||||||
| GO:0051327∼M phase of meiotic cell cycle | x | ||||||||||||||||||||||
| GO:0051321∼meiotic cell cycle | x | ||||||||||||||||||||||
| GO:0007127∼meiosis I | |||||||||||||||||||||||
| GO:0006310∼DNA recombination |
In this instance the functional annotation is applied to the genes of cluster 003, and the results indicate that the gene lists are enriched for terms relating to cell division and its associated processes. See the legend for table 2 for a description of the column headings.
The results of DAVID functional annotation clustering applied to the genes sharing a coordinate pattern of expression as identified using BioLayout Express 3D.
| Biolayout cluster | DAVID functional annotation cluster | Enrichment score | Term | BYSL | FTSJ3 | IMP4 | METTL1 | NOLC1 | NPM3 | RRP9 | RRS1 | SYNCRIP | TSR1 | WDR77 | List Total | Pop Hits | Fold Enrichment | Benjamini | FDR |
| 004 | 1 | 3.5 | GO:0042254∼ribosome biogenesis | x | x | x | x | x | x | x | x | 65 | 122 | 13.6 | 0.001 | 0.003 | |||
| GO:0022613∼ribonucleoprotein complex biogenesis | x | x | x | x | x | x | x | x | x | 65 | 180 | 10.4 | 8.62E-04 | 0.003 | |||||
| GO:0006364∼rRNA processing | x | x | x | x | x | 65 | 92 | 11.3 | 0.185 | 1.438 | |||||||||
| GO:0016072∼rRNA metabolic process | x | x | x | x | x | 65 | 96 | 10.8 | 0.174 | 1.683 | |||||||||
| GO:0034470∼ncRNA processing | x | x | x | x | x | x | 65 | 187 | 6.7 | 0.241 | 2.889 | ||||||||
| GO:0034660∼ncRNA metabolic process | x | x | x | x | x | x | 65 | 230 | 5.4 | 0.307 | 6.899 | ||||||||
| GO:0006396∼RNA processing | x | x | x | x | x | x | x | x | 65 | 547 | 3.0 | 0.571 | 20.178 |
In this instance the functional annotation is applied to the genes of cluster 004, and the results indicate that the gene lists are enriched for terms relating to the biological processes of ribosome and ribonucleoprotein biogenesis. See the legend for table 2 for a description of the column headings.
Figure 1Node and edge graph used to visualise co-ordinately expressed genes from the 1145 unique genes that were significantly differentially regulated (with greater than twofold change in expression) at least once during the course of the injury response.
Separate clusters of co-ordinately expressed genes identified on the basis of application of the Markov clustering algorithm are differentially coloured. Functional annotation of the genes present in the four largest clusters shown (Clusters 001–004) indicated that there was a significant enrichment for biological process terms within each cluster. The mean fold-change of gene expression during the time-course of the injury response is also shown for each cluster.
Figure 2STRING-9.0 analysis (Homo sapiens at: (http://string-db.org/); parameters: default setting) of proteins coded by genes significantly up-regulated more than two-fold at 6 h after physical injury to the airway wall that were enriched for terms relating to the biological processes of response to wounding, and inflammatory and defence responses.
The figure summarizes the network of predicted associations for this group of proteins. The network nodes are proteins. The edges which represent the predicted functional associations are drawn in coloured lines. These lines represent the existence of the types of evidence used in predicting the associations. A green line indicates the presence of neighbourhood evidence, a blue line – co-ocurrence evidence, a purple line – experimental evidence, a light blue line – database evidence and a black line – co-expression evidence.