Methylation occurs mainly in arginine or lysine residues. One of the most biologically important roles of methylation is in histone modification
[42][43]. Among the different proteins that suffer dysregulated post-translational methylation associated with CRC, the one that is involved in cell growth suppression has downregulated methylation (putative insulin-like growth factor 2 antisense gene protein)
[43][44][44,45]. The other proteins identified have an upregulated methylation, among them are (1) BCL2/adenovirus E1B 19 kDa protein-interacting protein 3 that is involved in apoptosis
[45][46]; (2) homeobox protein CDX-2 that is involved in the transcriptional regulation of different genes expressed in the intestine
[46][47]; (3) C-X-C motif chemokine 14 that is involved in immunoregulatory and inflammatory processes
[47][48]; (4) transcription factor E2F1 that participates in the cell cycle
[48][49]; (5) DNA mismatch repair protein Mlh1 that participates in DNA repair
[49][50]; (6) nuclear factor NF-kappa-B p105 subunit that is a pleiotropic transcription factor involved in several signal transduction events which are initiated by stimuli such as oxidative stress or inflammation
[50][51]; and (7) 6-phosphofructo-2-kinase/fructose-2,6-bisphosphatase 3 that is an essential protein for cell cycle progression and apoptosis prevention
[51][52].
2.6. Phosphorylation
Phosphorylation is the most prevalent and widely studied type of PTM. It is inversely regulated by phosphatases and protein kinases in the amino acids’ hydroxyl tyrosine, threonine, or serine
[31][52][32,60]. In the case of CRC, inadequate PTMs have been identified in the following proteins: (1) acidic leucine-rich nuclear phosphoprotein 32 family member A that is involved in cell growth
[53][61]; (2) COP9 signalosome complex subunit 5 that develops an important role in the degradation of cyclin-dependent kinase inhibitor
[54][62]; (3) eukaryotic translation initiation factor 2 subunit 1 that is a translation initiation factor
[55][63]; (4) ephrin type-A receptor 1 and ephrin type-B receptor 2 that are members of the ephrin receptor subfamily of the protein tyrosine kinase family
[56][64]; (5) receptor tyrosine-protein kinase erbB-2 that is a member of the epidermal growth factor receptor family
[57][65]; (6) heat shock protein beta-1 which plays an important role in cancer cells proliferation
[58][66]; (7) tyrosine-protein kinase JAK1 that is a tyrosine kinase of the non-receptor type
[59][67]; (8) mitogen-activated protein kinase 1, 3, and 14 that are serine/threonine kinases that are essential components of the MAP kinase signal transduction pathway
[60][61][62][63][68,69,70,71]; (9) dual specificity mitogen-activated protein kinase kinase 1 which acts as an essential component of the MAP kinase signal transduction pathway
[64][72]; (10) macrophage-stimulating protein receptor that is a tyrosine kinase receptor
[65][73]; and (11) merlin that plays a pivotal role in tumour suppression through apoptosis promotion
[66][74].
2.7. Serine Phosphorylation
Serine phosphorylation includes proto-oncogene c-Ak and Fos-related antigen 1 that regulates many processes including proliferation cell survival, growth, and angiogenesis
[67][68][75,76]; apoptosis regulator Bcl-2 that is a regulator of apoptosis
[69][77]; COP9 signalosome complex subunit 6 which is a component of the COP9 signalosome complex
[70][78]; ELAV-like protein 1 that stabilizes mRNAs and regulates gene expression
[71][79]; fascin-2 that acts as an actin bundling protein
[72][80]; histone H3.1 which plays a central role in transcription regulation and DNA repair
[73][81]; Kirsten rat sarcoma virus which is involved in the propagation of growth factors
[74][82]; MAP kinase kinase 4 and 5 that are dual specificity protein kinase which act as an essential component of the MAP kinase signal transduction pathway
[75][76][83,84]; NFKB1 and NFKB3 which are pleiotropic transcription factors involved in several signal transduction
[77][78][85,86]; PHD finger protein 20 that contributes to p53 stabilization after DNA damage
[79][87]; cellular tumour antigen p53 that acts as a tumour suppressor
[80][88]; nuclear receptor ROR-alpha which is a key regulator of glucose metabolism
[81][89]; sirtuin 1 that is an intracellular regulatory protein
[82][90]; DNA topoisomerase 1 that releases the supercoiling tension of DNA introduced during the DNA replication
[83][91]; tropomyosin-1 which is a member of the tropomyosin family of highly conserved proteins
[84][92]; TP53-regulating kinase which is a protein kinase that phosphorylates ‘Ser-15’ of p53/TP53 protein
[85][93]; SUMO-protein ligase that is essential for nuclear architecture and chromosome segregation
[86][94]; and vimentin which is responsible for maintaining cell shape and stabilizing cytoskeletal interactions
[87][95].
2.8. Threonine Phosphorylation
Threonine phosphorylation includes Aurora kinase B which is a serine/threonine-protein kinase component of the chromosomal passenger complex
[88][96]; probable ATP-dependent RNA helicase DDX5 which is involved in the alternative regulation of pre-mRNA splicing
[89][97]; ETS domain-containing protein Elk-1 which is a transcription factor that binds to purine-rich DNA sequences
[90][98]; dual specificity mitogen-activated protein kinase kinase 4 which is an essential component of the MAP kinase signal transduction pathway
[75][83]; MAP kinase kinase 5 that acts as a scaffold for the formation of a ternary MAP3K2/MAP3K3-MAP3K5-MAPK7 signalling complex
[76][84]; and 5′-AMP-activated protein kinase catalytic subunit alpha-1 which is the catalytic subunit of AMP-activated protein kinase that plays a key role in regulating cellular energy metabolism
[91][99].
2.9. Tyrosine Phosphorylation
Tyrosine phosphorylation includes breast cancer anti-estrogen resistance protein 1 which plays a central role in cell adhesion
[92][93][100,101]; caveolin-1 that act as a scaffolding protein within caveolar membranes
[94][102]; leptin receptor that mediates leptin central and peripheral effects
[95][103]; peroxisome proliferator-activated receptor gamma that is a nuclear receptor
[96][104]; serine/threonine-protein phosphatase 2A catalytic subunit alpha isoform which is the major phosphatase for microtubule-associated proteins
[97][105]; focal adhesion kinase 1 which is a non-receptor protein-tyrosine kinase that plays an essential role in regulating cell migration and apoptosis
[98][99][106,107]; protein tyrosine phosphatase type IVA 3 that stimulates progression from G1 into S phase during mitosis
[100][108]; paxillin which is a cytoskeletal protein involved in actin-membrane attachment at sites of cell adhesion to the extracellular matrix
[101][109]; proto-oncogene tyrosine-protein kinase Src that is a non-receptor protein tyrosine kinase
[102][110]; signal transducer and activator of transcription 3 which mediates cellular responses to interleukins and other growth factors
[103][104][111,112]; and signal transducer and activator of transcription 5A that is involved in signal transduction and activation of transcription
[105][113].
3. Relationship between Post-Translational Modifications Associated with Colorectal Cancer
The results of the analysis showed that there were several interactions between some of the proteins susceptible to inappropriate PTMs associated with CRC (
Figure 2).
Figure 2. Protein–protein interaction network. Coloured nodes in green: proteins involved in the VEGFA-VEGFR2 signalling pathway. Coloured nodes in blue: proteins involved in the EGF-EFGR signalling pathway. Coloured nodes in red: proteins involved in the MAPK signalling pathway. Coloured nodes in yellow: proteins involved in the PI3K-Akt signalling pathway. Coloured nodes in grey: proteins that are not involved in any of the signalling pathways mentioned above. Edges represent protein–protein associations. Pink line: association experimentally determined. Blue line: association determined from curated databases. Purple line: protein homology.
This analysis showed that there were strong interactions between TP53, AKT1, STAT3, STAT5A, JAK1, MAPK1, MAPK14, MAP2K1, and SRC. In fact, this network had significantly more interactions than expected, which means that proteins have more interactions among themselves than what would be expected from a random set of proteins, demonstrating that the proteins may be partially biologically connected as a group. This group of proteins is mainly involved in the PI3K-Akt, EGF-EFGR, MAPK, and VEGFA-VEGFR2 signalling pathways. On the one hand, PI3K-Akt is the classical signalling pathway involved in glucose metabolism that promotes cancer metabolic reprogramming by elevation of aerobic glycolysis (known as the “Warburg effect”)
[106][107][114,115]. Both EGF-EGFR and MAPK signalling pathways are involved in proliferation, differentiation, and apoptosis. Its regulation in cancer cells allows the maintenance of proliferative signalling, promoting cancer cell survival
[52][108][60,116]. On the other hand, VEGF and its receptors (such as VEGFR2) develop an important role in tumour-associated angiogenesis. This process is essential for tumour progression because it favours oxygen and nutrient uptake by cancer cells
[109][110][117,118]. Therefore, the main PTMs identified in CRC are involved in cancer progression and cancer cell survival.