G2C::Proteomics
Characterisation of the proteome, diseases and evolution of the human postsynaptic density
Àlex Bayés1*, Louie N van de Lagemaat1*, Mark O Collins2, Mike DR Croning1, Ian R Whittle3, Jyoti S Choudhary2 and Seth GN Grant1
Author email: sg3@sanger.ac.uk * - These authors contributed equally to this work
- Genes to Cognition Programme, Wellcome Trust Sanger Institute, Genome Campus, Hinxton, Cambridgeshire, CB10 1SA, UK
- Proteomic Mass Spectrometry. The Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire, CB10 1SA, UK
- Division of Clinical Neuroscience, Edinburgh University, Edinburgh, UK
Overview
Synapses play a central role in behaviour and understanding mutations and phenotypes in synapse genes may shed light on evolution of human behaviour and its diseases. Although the molecular composition of human synapses is poorly understood, studies in animal models show postsynaptic proteins are organised into macromolecular complexes collectively known as the postsynaptic density (hPSD). Here we isolate 1461 hPSD proteins from human neocortex and find unexpectedly strong sequence conservation in the hPSD between present-day humans, other primates and rodent lineages spanning ~90 my. The most constrained proteins were hubs organising protein interactions in complexes. Human mutations in hPSD genes result in 133 neurological and psychiatric diseases. Phenotype analyses in humans and mice show a key role for the hPSD relative to other brain proteins in cognitive and motor functions. Subsets of hPSD proteins underlying specific disease phenotypes were identified providing potential therapeutic targets for multiple diseases. These data show postsynaptic complexes were constrained by natural selection during the last 90my and have a major role in brain disease.
Exact location of nine cortical samples obtained by biopsy and used for postsynaptic density isolation.
FAQs
1. What is the postsynaptic density (PSD)?
The PSD is a subcellular structure of neuronal synapses, particularly of excitatory synapses. It was originally identified with electron microscopy as an electron-dense region below the postsynaptic membrane, hence its name. Proteomic studies of this structure have shown it contains several hundred different proteins including neurotransmitter receptors and many relevant molecules used to integrate and respond to synaptic input.
2. What was the experimental design?
Nine human cortical samples derived from neurosurgery were used in this study. Neuropathological examination revealed all tissue was normal. The nine fragments of tissue were pooled into three groups and postsynaptic density (hPSD) fractionation was performed for each group. hPSD fractions contain hundreds of proteins. To facilitate their detection by the mass spectrometer (MS) all samples were first separated by mass (using SDS-PAGE), proteins then fragmented into peptides, which were further separated by their hydrophobic profile (using reverse-phase liquid chromatography) and finally, injected into a the MS (LTQ FT Ultra hybrid mass spectrometer; Thermo Electron). The set of proteins identified in all three replicas was named as the consensus hPSD and was extensively analysed using bioinformatic tools.
3. What is proteomic mass spectrometry?
Mass spectrometry is a technique which measures molecular mass; if the molecules analyzed are proteins or peptides we talk about proteomic mass spectrometry. A mass spectrometer resolves the mass of a molecule by measuring the mass-to-charge ratio of its ions. Therefore ionizing proteins/peptides is essential to proteomic mass spectrometry. In a mixture of proteins of unknown composition the very accurate measure of its components mass will allow for their identification. Mass spectrometry can identify up to few thousands of proteins in complex mixtures.
A recent review of protemic methods including mass spectrometry is found in:
4. What is dN/dS?
If a nucleotide substitution in a given codon does not result in an amino acid substitution then is regarded as a synonymous or silent nucleotide substitution. If a nucleotide substitution alters a codon sequence sufficiently to alter the resulting amino acid then it is regarded as a non-synonymous substitution. Synonymous nucleotide substitutions are assumed to be neutral, because they do not alter the protein structure and therefore do not have a subsequent effect on the fitness of the organism.
For a given gene or set of genes it is possible to calculate all synonymous substitutions (represented by dS) and non-synonymous substitutions (represented by dN) that have occurred between two species considered. The ratio of dN to dS can be used as a measure of the type and degree of selection that a gene has undergone. For a given gene, if dN = dS then the gene is said to have evolved neutrally. If dN is significantly lower than dS than there is constraint against amino acid substitutions arguing for conservative, purifying selection. If dN is significantly greater than dS, then amino acid substitutions have come to prevalence in a particular lineage faster than would be expected by neutral evolution, arguing for positive Darwinian selection or adaptive evolution.
5. What is Online Mendelian Inheritance in Man (OMIM) Database?
OMIM is a database of human genes and phenotypes (http://omim.org/). It does contain information on all known mendelian disorders, focusing on the relationship between phenotype and genotype.
6. How are mammalian phenotypes identified?
Mammalian phenotypes have been derived from the database Mouse Genome Information (MGI). The phenotypic information obtained from spontaneous, induced, and genetically-engineered mutations is curated by MGI from the literature and introduced into a fixed nomenclature (or ontology) scheme which allows for comparison between mutants and bioinformatic analysis.
7. How are human phenotypes identified?
The human phenotypic data was retrieved from the Human Phenotype Ontology (HPO) database. HPO curated the phenotypic information contained in Online Mendelian Inheritance in Man (OMIM) database for monogenic diseases, and translated into a fix nomenclature (or ontology). OMIM phenotypic information is derived by searching the literature in which diseases are described and cases are reported. The nomenclature created by HPO does allow for comparison of phenotypes between genes or vice versa.
Data resources
- Supplementary Table 1.
- Information about biological samples.
- Supplementary Table 2a.
- hPSD protein identifications.
- Supplementary Table 2b.
- hPSD proteomic peptide data.
- Supplementary Table 3.
- Summary of OMIM diseases.
- Supplementary Table 4.
- OMIM diseases identified among total hPSD genes.
- Supplementary Table 5a.
- Summary of Human neural phenotype gene set enrichment analysis.
- Supplementary Table 5b.
- Full human neural phenotype gene set enrichment analysis.
- Supplementary Table 5c.
- Human Neural Phenotype gene set enrichment analysis.
- Supplementary Table 6.
- Brain datasets used in phenotype enrichment analysis
- Supplementary Table 7a.
- Summary of mammalian neural phenotype gene set enrichment analysis.
- Supplementary Table 7b.
- Full mammalian neural phenotype gene set enrichment analysis.
- Supplementary Table 7c.
- Mammalian Neural Phenotype gene set enrichment Analysis.
- Supplementary Table 8.
- Comparison of dN/dS between Genome and hPSD.
- Supplementary Table 9.
- Mouse and human datasets dN/dS analysis.
- Supplementary Table 10.
- dN/dS Values for genes expressed in human neurons classified by cellular component.
- Supplementary Table 11.
- dN/dS Values for hub, non-hub and TAP-PSD-95 proteins.
- Supplementary Table 12.
- Mouse to human dN/dS values in hPSD and other organelle proteomes.
Supplementary Table 1. Information about biological samples.
Patient code, age, sex, reason for surgery and precise location of samples used to isolate postsynaptic densities. The 9 samples were pooled into 3 groups, from which the hPSD components were separately isolated.
Individual | Age | Sex | Reason for Surgery | Precise Neocortical Location | Used in |
---|---|---|---|---|---|
1 | 49 | M | Colloid cyst | Central Anterior Frontal Neocortex | 1stFractionation |
2 | 43 | M | Glial neoplasm | Medial Anterior Parietal Neocortex | 1stFractionation |
3 | 70 | M | Glial neoplasm | Lateral Temporal Neocortex | 1stFractionation |
4 | 63 | F | Glial neoplasm | Posterior Superior Frontal Neocortex | 2ndFractionation |
5 | 43 | M | Glial neoplasm | Inferior Parietal Neocortex | 2ndFractionation |
6 | 26 | F | Lesional epilepsy | Inferior Temporal Gyrus | 2ndFractionation |
7 | 59 | M | Glial neoplasm | Inferior Temporal Gyrus | 3rdFractionation |
8 | 23 | F | Lesional epilepsy | Inferior Temporal Gyrus | 3rdFractionation |
9 | 47 | M | Glial neoplasm | Anterior Superior Frontal Neocortex | 3rdFractionation |
In 6 cases the reason for surgery was a primary brain neoplasm (glioma), in 2 lesional epilepsy (caused by a choroid plexus papilloma and a dysembryoplastic neuroepithelial tumour), and one case of a colloid cyst causing obstructive hydrocephalus. The tissue used for proteomics was in all cases brain tissue removed in order to either access the affected region or perform resection.
In all cases prior written informed consent had been obtained, and the study approved by the local regional ethics committee (Lothian Region Ethics Committee /2004/4/16).
Supplementary Table 2a. hPSD protein identifications.
For each identified protein several identification (ID) numbers from biological databases are given: G2Cdb ID, Approved Gene Name from HUGO Genome Nomenclature Committee (HGNC), UniProt Accession, Ensembl Gene ID, HGNC ID, Entrez Gene ID, International Proteome Initiative (IPI) ID and OMIM Gene ID.
Supplementary Table 2b. hPSD proteomic peptide data.
For each identified protein the number of total and uniquely identified peptides for each replicate is provided. Proteins found with two or more peptides in all replicates are classified as members of the consensus hPSD.
G2Cdb | Approved Gene Name | UniProt Acc | Unambiguously Detected | Total Number of unique peptides | Unique peptides, 1st Replicate | Unique peptides, 2nd Replicate | Unique peptides, 3rd Replicate | Consensus hPSD | Shared peptides |
---|---|---|---|---|---|---|---|---|---|
G00002130 | AAK1 | Q2M2I8 | YES | 7 | 3 | 7 | 3 | YES | |
AARS | P49588 | YES | 12 | 7 | 12 | 6 | YES | ||
AASDHPPT | Q9NRN7 | YES | 2 | 1 | 1 | ||||
G00001990 | ABCB8 | Q9NUT2 | YES | 2 | 2 | 1 | |||
ABCD1 | P33897 | YES | 3 | 3 | |||||
G00001985 | ABCD3 | P28288 | YES | 6 | 4 | 3 | 5 | YES | |
ABCF3 | Q9NUQ8 | YES | 2 | 2 | |||||
G00001845 | ABI1 | Q8IZP0 | YES | 5 | 3 | 5 | 4 | YES | |
ABI2 | Q9NYB9 | YES | 5 | 3 | 5 | 4 | YES | ||
G00001823 | ABLIM1 | Q5T6N5 | YES | 11 | 6 | 10 | 7 | YES | |
G00001848 | ABLIM2 | Q6H8Q1 | YES | 6 | 4 | 5 | 1 | ||
ABLIM3 | O94929 | YES | 2 | 2 | |||||
ABR | Q12979 | YES | 8 | 2 | 7 | 4 | YES | ||
ACAA1 | P09110 | YES | 2 | 1 | 1 | ||||
G00002169 | ACACA | Q13085 | YES | 2 | 2 | 1 | |||
G00001697 | ACAT1 | P24752 | YES | 7 | 4 | 7 | 1 | ||
ACBD5 | Q5T8D3 | YES | 8 | 2 | 2 | 7 | YES | ||
G00001626 | ACLY | P53396 | YES | 15 | 8 | 15 | 8 | YES | |
G00002185 | ACO2 | Q99798 | YES | 20 | 15 | 16 | 9 | YES | |
ACOT7 | O00154 | YES | 2 | 2 | 1 | 2 | |||
ACOT8 | O14734 | YES | 3 | 2 | 1 | ||||
ACP1 | P24666 | YES | 4 | 2 | 3 | 4 | YES | ||
ACSL3 | O95573 | YES | 5 | 5 | 2 | 2 | YES | ||
ACSL4 | O60488 | YES | 3 | 2 | 2 | ||||
G00001630 | ACSL6 | Q9UKU0 | YES | 6 | 4 | 3 | 3 | YES | |
ACTB | P60709 | YES | 37 | 31 | 33 | 30 | YES | ||
G00001791 | ACTN1 | A1L0V1 | YES | 40 | 19 | 40 | 21 | YES | |
G00001792 | ACTN2 | P35609 | YES | 39 | 21 | 37 | 21 | YES | |
G00001794 | ACTN3 | Q08043 | YES | 11 | 11 | ||||
G00001793 | ACTN4 | O43707 | YES | 24 | 11 | 22 | 7 | YES | |
G00001836 | ACTR1A | P61163 | YES | 7 | 2 | 6 | 4 | YES | |
ACTR1B | P42025 | YES | 5 | 2 | 4 | 4 | YES | ||
G00001788 | ACTR2 | P61160 | YES | 8 | 3 | 8 | 2 | YES | |
G00001789 | ACTR3 | P61158 | YES | 8 | 6 | 5 | 5 | YES | |
ACYP2 | P14621 | YES | 2 | 1 | 1 | ||||
G00002485 | ADAM22 | Q9P0K1 | YES | 2 | 2 | 1 | |||
G00001837 | ADAM23 | O75077 | YES | 3 | 3 | 1 | 2 | ||
G00001818 | ADD1 | P35611 | YES | 18 | 10 | 18 | 9 | YES | |
G00001824 | ADD2 | P35612 | YES | 15 | 12 | 12 | 6 | YES | |
G00001831 | ADD3 | Q9UEY8 | YES | 9 | 6 | 8 | 3 | YES | |
G00001406 | ADRBK1 | P25098 | YES | 4 | 1 | 4 | |||
AFG3L2 | Q9Y4W6 | YES | 12 | 9 | 11 | 7 | YES | ||
G00001499 | AGAP1 | Q9UPQ3 | YES | 2 | 2 | ||||
G00000048 | AGAP2 | Q99490 | YES | 12 | 2 | 10 | 7 | YES | |
G00001495 | AGAP3 | Q96P47 | YES | 3 | 1 | 2 | 3 | ||
G00001655 | AGK | Q53H12 | YES | 5 | 5 | 1 | 1 | ||
AGL | P35573 | YES | 2 | 2 | 1 | ||||
G00001639 | AGPAT5 | Q9NUQ2 | YES | 2 | 2 | 1 | 1 | ||
AHCY | P23526 | YES | 2 | 1 | 2 | 1 | |||
AHCYL1 | O43865 | YES | 7 | 5 | 7 | 6 | YES | ||
AHNAK | Q09666 | YES | 31 | 8 | 28 | 9 | YES | ||
AHSA1 | O95433 | YES | 2 | 1 | 1 | ||||
AIFM3 | Q96NN9 | YES | 3 | 3 | 2 | ||||
AIP | O00170 | YES | 3 | 1 | 3 | 2 | |||
G00001692 | AK1 | Q53EY8 | YES | 5 | 4 | 4 | 5 | YES | |
AK3 | Q9UIJ7 | YES | 3 | 1 | 2 | 3 | |||
AK5 | Q5U622 | YES | 12 | 8 | 11 | 8 | YES | ||
AKAP12 | Q02952 | YES | 3 | 2 | 3 | ||||
G00002491 | AKR1A1 | P14550 | YES | 7 | 2 | 7 | 2 | YES | |
AKR1C1 | Q04828 | YES | 2 | 2 | |||||
AKR1C2 | P52895 | YES | 2 | 2 | |||||
AKR7A2 | O43488 | YES | 4 | 2 | 3 | 2 | YES | ||
ALDH16A1 | Q86YF0 | YES | 2 | 2 | 1 | ||||
G00001656 | ALDH1L1 | O75891 | YES | 8 | 1 | 8 | |||
ALDH2 | P05091 | YES | 7 | 4 | 6 | 3 | YES | ||
ALDH3A2 | P51648 | YES | 2 | 2 | 1 | ||||
ALDH4A1 | P30038 | YES | 6 | 6 | 3 | 1 | |||
ALDH5A1 | P51649 | YES | 2 | 2 | |||||
ALDH6A1 | Q02252 | YES | 6 | 4 | 6 | 5 | YES | ||
ALDH7A1 | P49419 | YES | 5 | 4 | 3 | 2 | YES | ||
G00002166 | ALDOA | P04075 | YES | 31 | 23 | 28 | 19 | YES | |
G00001618 | ALDOC | P09972 | YES | 23 | 18 | 22 | 14 | YES | |
AMBIGUOUS | P23258 | YES | 2 | 1 | 2 | 1 | Shared peptides with TUBG2 | ||
AMBIGUOUS | Q9NRH3 | YES | 2 | 1 | 2 | 1 | Shared peptides with TUBG1 | ||
AMPD2 | Q01433 | YES | 2 | 1 | |||||
G00001924 | AMPH | P49418 | YES | 16 | 6 | 16 | 7 | YES | |
G00001838 | ANK1 | P16157 | YES | 55 | 54 | 44 | 20 | YES | |
G00001825 | ANK2 | - | YES | 109 | 83 | 101 | 70 | YES | |
G00001826 | ANK3 | Q12955 | YES | 48 | 38 | 38 | 32 | YES | |
ANKFY1 | Q9P2R3 | YES | 9 | 5 | 9 | 2 | YES | ||
ANKRD24 | Q8TF21 | YES | 2 | 2 | 1 | ||||
G00002387 | ANKS1B | Q8TAP3 | YES | 11 | 6 | 9 | 11 | YES | |
G00001940 | ANXA1 | P04083 | YES | 13 | 4 | 13 | 1 | ||
ANXA11 | P50995 | YES | 4 | 3 | 3 | ||||
ANXA2 | P07355 | YES | 17 | 14 | 14 | 2 | YES | ||
ANXA5 | P08758 | YES | 10 | 5 | 10 | 3 | YES | ||
ANXA6 | P08133 | YES | 30 | 16 | 30 | 18 | YES | ||
ANXA7 | P20073 | YES | 4 | 1 | 4 | 1 | |||
G00001917 | AP1B1 | Q10567 | YES | 27 | 17 | 24 | 15 | YES | |
AP1G1 | O43747 | YES | 11 | 7 | 10 | 1 | |||
AP1M1 | Q9BXS5 | YES | 2 | 2 | |||||
AP1S1 | P61966 | YES | 2 | 2 | 2 | 2 | YES | ||
G00001912 | AP2A1 | O95782 | YES | 43 | 26 | 40 | 26 | YES | |
G00001918 | AP2A2 | O94973 | YES | 32 | 23 | 28 | 19 | YES | |
G00001926 | AP2B1 | P63010 | YES | 40 | 22 | 39 | 21 | YES | |
G00001919 | AP2M1 | Q96CW1 | YES | 21 | 16 | 17 | 13 | YES | |
G00001927 | AP2S1 | P53680 | YES | 3 | 2 | 3 | 2 | YES | |
AP3B1 | O00203 | YES | 3 | 3 | |||||
G00001942 | AP3B2 | Q13367 | YES | 14 | 3 | 14 | 5 | YES | |
G00001920 | AP3D1 | O14617 | YES | 2 | 1 | 2 | |||
G00002245 | AP3M2 | P53677 | YES | 3 | 2 | 3 | 1 | ||
AP3S1 | Q92572 | YES | 2 | 2 | 1 | ||||
AP3S2 | P59780 | YES | 2 | 1 | 1 | 1 | |||
APC | P25054 | YES | 3 | 3 | 2 | ||||
APOD | P05090 | YES | 3 | 2 | 3 | 2 | YES | ||
G00002273 | APOE | P02649 | YES | 5 | 3 | 5 | 3 | YES | |
APOL2 | Q9BQE5 | YES | 5 | 4 | 4 | 3 | YES | ||
APOOL | Q6UXV4 | YES | 3 | 3 | 2 | 1 | |||
G00001393 | APPL1 | Q9UKG1 | YES | 2 | 1 | 2 | |||
APPL2 | Q8NEU8 | YES | 3 | 2 | 2 | 1 | |||
AQP1 | P29972 | YES | 2 | 2 | 1 | 1 | |||
AQP4 | P55087 | YES | 5 | 5 | 3 | 3 | YES | ||
ARCN1 | P48444 | YES | 2 | 1 | 1 | ||||
ARF1 | P84077 | AMBIGUOUS | 4 | 3 | 4 | 4 | YES | Shared peptides with ARF3 | |
G00001612 | ARF3 | P61204 | AMBIGUOUS | 4 | 3 | 4 | 4 | YES | Shared peptides with ARF1 |
ARF5 | P84085 | YES | 3 | 3 | 3 | 3 | YES | ||
G00002204 | ARFGAP2 | Q8N6H7 | YES | 3 | 3 | 1 | |||
ARFGEF2 | Q9Y6D5 | YES | 4 | 2 | 1 | 1 | |||
ARHGAP1 | Q07960 | YES | 2 | 2 | |||||
ARHGAP21 | Q0VF98 | YES | 6 | 3 | 4 | 3 | YES | ||
ARHGAP23 | Q9P227 | YES | 2 | 2 | 2 | 1 | |||
ARHGAP26 | Q9UNA1 | YES | 7 | 4 | 6 | 1 | |||
ARHGDIA | P52565 | YES | 3 | 3 | 3 | 3 | YES | ||
G00001494 | ARHGEF2 | Q92974 | YES | 19 | 12 | 15 | 10 | YES | |
G00002143 | ARHGEF7 | Q14155 | YES | 4 | 1 | 4 | 1 | ||
G00001790 | ARPC2 | O15144 | YES | 5 | 2 | 4 | 2 | YES | |
G00001786 | ARPC3 | O15145 | YES | 4 | 3 | 4 | 2 | YES | |
G00001787 | ARPC4 | P59998 | YES | 6 | 5 | 6 | 1 | ||
ARRB1 | P49407 | YES | 2 | 2 | |||||
ATAD1 | Q8NBU5 | YES | 3 | 3 | |||||
G00001551 | ATAD3A | Q9NVI7 | YES | 18 | 14 | 12 | 7 | YES | |
ATIC | P31939 | YES | 5 | 3 | 4 | 2 | YES | ||
ATL1 | Q8WXF7 | YES | 5 | 4 | 3 | 4 | YES | ||
ATL2 | Q8NHH9 | YES | 2 | 2 | 2 | ||||
ATP12A | P54707 | YES | 5 | 5 | |||||
ATP13A1 | Q9HD20 | YES | 4 | 3 | 2 | ||||
G00001324 | ATP1A1 | P05023 | YES | 37 | 32 | 31 | 28 | YES | |
G00002104 | ATP1A2 | Q58I22 | YES | 39 | 30 | 33 | 22 | YES | |
G00001323 | ATP1A3 | P13637 | YES | 46 | 30 | 43 | 27 | YES | |
G00001325 | ATP1A4 | Q13733 | YES | 13 | 11 | 9 | |||
G00001326 | ATP1B1 | P05026 | YES | 8 | 4 | 7 | 7 | YES | |
ATP1B2 | P14415 | YES | 3 | 2 | 2 | 3 | YES | ||
ATP2A1 | - | YES | 3 | 2 | |||||
G00001319 | ATP2A2 | P16615 | YES | 11 | 5 | 7 | 3 | YES | |
G00001320 | ATP2B1 | P20020 | YES | 21 | 17 | 18 | 16 | YES | |
G00001321 | ATP2B2 | Q01814 | YES | 17 | 16 | 13 | 12 | YES | |
G00002103 | ATP2B3 | Q16720 | YES | 13 | 11 | 13 | 10 | YES | |
G00001322 | ATP2B4 | P23634 | YES | 23 | 16 | 23 | 17 | YES | |
ATP4A | P20648 | YES | 3 | 2 | 3 | ||||
G00001548 | ATP5A1 | P25705 | YES | 28 | 21 | 28 | 23 | YES | |
G00001545 | ATP5B | P06576 | YES | 24 | 17 | 22 | 16 | YES | |
G00001552 | ATP5C1 | P36542 | YES | 5 | 5 | 2 | |||
ATP5D | P30049 | YES | 3 | 3 | 3 | 3 | YES | ||
ATP5F1 | P24539 | YES | 4 | 3 | 3 | ||||
ATP5H | O75947 | YES | 4 | 3 | 4 | ||||
ATP5I | P56385 | YES | 2 | 2 | 2 | 2 | YES | ||
ATP5J2 | P56134 | YES | 2 | 1 | 1 | 2 | |||
ATP5L | O75964 | YES | 5 | 3 | 4 | 1 | |||
ATP5O | P48047 | YES | 9 | 7 | 9 | 6 | YES | ||
G00001346 | ATP6V0A1 | Q93050 | YES | 20 | 15 | 20 | 11 | YES | |
G00001549 | ATP6V0D1 | P61421 | YES | 10 | 7 | 9 | 6 | YES | |
G00001546 | ATP6V1A | P38606 | YES | 25 | 13 | 21 | 16 | YES | |
G00001547 | ATP6V1B2 | P21281 | YES | 22 | 12 | 20 | 15 | YES | |
G00001553 | ATP6V1C1 | P21283 | YES | 10 | 6 | 7 | 8 | YES | |
G00001554 | ATP6V1D | Q9Y5K8 | YES | 6 | 3 | 5 | 5 | YES | |
G00001550 | ATP6V1E1 | P36543 | YES | 19 | 10 | 16 | 13 | YES | |
ATP6V1E2 | Q96A05 | YES | 5 | 1 | |||||
ATP6V1G1 | O75348 | YES | 2 | 2 | |||||
ATP6V1G2 | O95670 | YES | 8 | 4 | 6 | 8 | YES | ||
G00001347 | ATP6V1H | Q9UI12 | YES | 17 | 6 | 15 | 10 | YES | |
ATP8A1 | Q9Y2Q0 | YES | 12 | 4 | 12 | 3 | YES | ||
ATP8A2 | Q9NTI2 | YES | 3 | 3 | 1 | ||||
ATXN10 | Q9UBB4 | YES | 2 | 2 | |||||
AUH | Q13825 | YES | 4 | 4 | 1 | 1 | |||
B3GAT3 | Q14697 | YES | 2 | 1 | |||||
BAG3 | O95817 | YES | 2 | 2 | 2 | 2 | YES | ||
BAG5 | Q9UL15 | YES | 2 | 2 | 1 | ||||
G00001348 | BAI1 | O14514 | YES | 2 | 1 | 2 | |||
G00000037 | BAIAP2 | Q8BKX1 | YES | 27 | 17 | 25 | 21 | YES | |
G00002153 | BASP1 | P80723 | YES | 15 | 11 | 12 | 14 | YES | |
BAT3 | P46379 | YES | 3 | 1 | 3 | 1 | |||
BAT5 | O95870 | YES | 3 | 2 | 2 | ||||
G00001541 | BCAN | Q96GW7 | YES | 11 | 7 | 3 | 7 | YES | |
G00002070 | BCAS1 | O75363 | YES | 7 | 7 | 2 | 3 | YES | |
G00001703 | BCKDK | O14874 | YES | 2 | 1 | 2 | |||
G00002171 | BCR | P11274 | YES | 3 | 3 | 1 | |||
BEGAIN | Q9BUH8 | YES | 2 | 1 | 2 | 1 | |||
G00001925 | BIN1 | O00499 | YES | 13 | 9 | 12 | 4 | YES | |
BLVRB | P30043 | YES | 2 | 2 | 2 | 2 | YES | ||
G00002539 | BRSK1 | Q5RJI5 | YES | 5 | 2 | 4 | 2 | YES | |
G00001577 | BSG | P35613 | YES | 3 | 1 | 1 | 3 | ||
G00002206 | BSN | Q9UPA5 | YES | 75 | 59 | 63 | 47 | YES | |
BTBD17 | A6NE02 | YES | 4 | 4 | |||||
C10orf35 | Q96D05 | YES | 3 | 2 | 3 | 2 | YES | ||
C11orf2 | Q9UID3 | YES | 6 | 1 | 6 | ||||
G00002529 | C11orf41 | Q12914 | YES | 8 | 6 | 4 | 5 | YES | |
C11orf59 | Q6IAA8 | YES | 2 | 2 | 2 | 2 | YES | ||
C14orf156 | Q9GZT3 | YES | 2 | 1 | 2 | 1 | |||
C14orf159 | Q7Z3D6 | YES | 2 | 2 | |||||
C17orf61 | Q8N2U0 | YES | 2 | 1 | 1 | ||||
C1orf198 | Q9H425 | YES | 3 | 3 | 1 | ||||
C1orf95 | Q69YW2 | YES | 2 | 2 | |||||
G00001355 | C1QBP | Q07021 | YES | 2 | 2 | ||||
C1QC | P02747 | YES | 3 | 2 | 3 | 3 | YES | ||
G00002346 | C22orf28 | Q9Y3I0 | YES | 5 | 4 | 1 | 4 | ||
C2orf55 | Q6NV74 | YES | 3 | 3 | |||||
C2orf72 | A6NCS6 | YES | 2 | 1 | 2 | 1 | |||
C3 | P01024 | YES | 7 | 5 | 4 | ||||
C6orf134 | Q9H8X5 | YES | 3 | 2 | 3 | 3 | YES | ||
C6orf154 | Q5JTD7 | YES | 2 | 1 | 2 | 1 | |||
C8orf55 | Q8WUY1 | YES | 2 | 1 | 1 | 1 | |||
G00002067 | C9orf126 | Q8N9R8 | YES | 6 | 4 | 5 | 6 | YES | |
C9orf46 | Q9HBL7 | YES | 2 | 2 | |||||
C9orf5 | Q9H330 | YES | 2 | 2 | 1 | ||||
CA1 | P00915 | YES | 2 | 2 | 1 | ||||
CA2 | P00918 | YES | 4 | 4 | 2 | 3 | YES | ||
CA4 | P22748 | YES | 6 | 6 | 6 | 4 | YES | ||
G00002105 | CACNA2D1 | O95026 | YES | 16 | 9 | 16 | 6 | YES | |
G00001333 | CACNA2D2 | Q9NY47 | YES | 2 | 2 | 2 | 1 | ||
G00001331 | CACNB1 | Q02641 | YES | 3 | 2 | ||||
G00001328 | CACNB3 | P54284 | YES | 2 | 2 | ||||
CACNB4 | Q53S65 | YES | 3 | 2 | 2 | 2 | YES | ||
CACYBP | Q9HB71 | YES | 4 | 3 | 2 | 2 | YES | ||
CAD | P27708 | YES | 2 | 1 | 2 | ||||
CADPS | Q9ULU8 | YES | 10 | 4 | 9 | 4 | YES | ||
G00002052 | CALCOCO1 | Q6FI59 | YES | 4 | 2 | 4 | |||
G00002371 | CALM1 | P62158 | AMBIGUOUS | 4 | 1 | 3 | 4 | Shared peptides with CALM1|CALM2|CALM3 | |
CALM2 | P62158 | AMBIGUOUS | 4 | 1 | 3 | 4 | Shared peptides with CALM1|CALM2|CALM3 | ||
CALM3 | P62158 | AMBIGUOUS | 4 | 1 | 3 | 4 | Shared peptides with CALM1|CALM2|CALM3 | ||
G00000041 | CAMK2A | Q7LDD5 | YES | 31 | 24 | 22 | 19 | YES | |
G00001400 | CAMK2B | Q13554 | YES | 23 | 18 | 17 | 21 | YES | |
G00001401 | CAMK2D | Q13557 | YES | 19 | 11 | 15 | 14 | YES | |
G00001402 | CAMK2G | Q13555 | YES | 16 | 12 | 12 | 14 | YES | |
CAMKK1 | Q8N5S9 | YES | 5 | 3 | 3 | 5 | YES | ||
CAMKK2 | Q96RR4 | YES | 2 | 1 | 1 | ||||
G00002128 | CAMKV | Q8NCB2 | YES | 4 | 2 | 4 | 2 | YES | |
CAND1 | Q86VP6 | YES | 20 | 11 | 18 | 5 | YES | ||
CAND2 | O75155 | YES | 3 | 2 | 1 | ||||
CAP1 | Q01518 | YES | 11 | 8 | 7 | 7 | YES | ||
CAP2 | P40123 | YES | 11 | 4 | 7 | 9 | YES | ||
CAPG | P40121 | YES | 5 | 4 | 2 | 2 | YES | ||
CAPN1 | P07384 | YES | 2 | 1 | 2 | ||||
CAPN5 | O15484 | YES | 6 | 3 | 6 | 2 | YES | ||
G00001839 | CAPZA1 | P52907 | YES | 8 | 7 | 8 | 5 | YES | |
G00001819 | CAPZA2 | P47755 | YES | 6 | 6 | 6 | 6 | YES | |
G00001820 | CAPZB | P47756 | YES | 13 | 9 | 13 | 8 | YES | |
G00002114 | CASK | O14936 | YES | 12 | 3 | 10 | 4 | YES | |
G00001378 | CASKIN1 | Q8WXD9 | YES | 22 | 13 | 17 | 12 | YES | |
CBR1 | P16152 | YES | 7 | 5 | 7 | 4 | YES | ||
CBR3 | O75828 | YES | 2 | 2 | 2 | 2 | YES | ||
CC2D1A | Q6P1N0 | YES | 9 | 6 | 7 | 3 | YES | ||
CCDC124 | Q96CT7 | YES | 2 | 2 | 1 | 1 | |||
CCDC127 | Q96BQ5 | YES | 2 | 1 | 2 | ||||
CCDC22 | O60826 | YES | 2 | 2 | |||||
CCDC93 | Q567U6 | YES | 2 | 1 | 2 | ||||
G00001578 | CCNY | Q8ND76 | YES | 5 | 2 | 4 | 1 | ||
G00001520 | CCT2 | P78371 | YES | 14 | 12 | 9 | 11 | YES | |
G00001526 | CCT3 | P49368 | YES | 18 | 15 | 15 | 9 | YES | |
G00001521 | CCT4 | P50991 | YES | 15 | 10 | 12 | 8 | YES | |
G00001522 | CCT5 | P48643 | YES | 7 | 5 | 4 | 4 | YES | |
G00002147 | CCT6A | P40227 | YES | 13 | 12 | 4 | 6 | YES | |
CCT6B | Q92526 | YES | 3 | 1 | 1 | 1 | |||
G00001527 | CCT7 | Q99832 | YES | 12 | 10 | 9 | 5 | YES | |
G00001528 | CCT8 | Q53HU0 | YES | 18 | 14 | 15 | 12 | YES | |
G00001601 | CD59 | P13987 | YES | 2 | 1 | 2 | 1 | ||
CD9 | P21926 | YES | 2 | 2 | 2 | 1 | |||
CDC42 | P60953 | YES | 5 | 3 | 4 | 1 | |||
CDC42BPA | Q5VT25 | YES | 7 | 6 | 6 | 3 | YES | ||
G00001415 | CDC42BPB | Q9Y5S2 | YES | 16 | 15 | 12 | 7 | YES | |
CDC42EP4 | Q9H3Q1 | YES | 4 | 1 | 4 | 1 | |||
G00001896 | CDH10 | Q9Y6N8 | YES | 2 | 2 | 1 | 1 | ||
G00001897 | CDH13 | P55290 | YES | 4 | 4 | 4 | 4 | YES | |
G00001874 | CDH2 | P19022 | YES | 9 | 4 | 8 | 6 | YES | |
CDH4 | P55283 | YES | 3 | 2 | 2 | ||||
G00001416 | CDK5 |