Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SEC31A

Gene summary for SEC31A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC31A

Gene ID

22872

Gene nameSEC31 homolog A, COPII coat complex component
Gene AliasABP125
Cytomap4q21.22
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O94979


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
22872SEC31ACA_HPV_1HumanCervixCC2.54e-04-1.01e-010.0264
22872SEC31ACA_HPV_3HumanCervixCC1.96e-03-7.36e-020.0414
22872SEC31ACCI_1HumanCervixCC7.04e-056.31e-010.528
22872SEC31ACCI_3HumanCervixCC3.68e-034.88e-010.516
22872SEC31AL1HumanCervixCC2.58e-02-7.70e-020.0802
22872SEC31AHTA11_3410_2000001011HumanColorectumAD3.99e-11-5.02e-010.0155
22872SEC31AHTA11_347_2000001011HumanColorectumAD2.05e-095.01e-01-0.1954
22872SEC31AHTA11_866_3004761011HumanColorectumAD1.84e-04-4.33e-010.096
22872SEC31AHTA11_7696_3000711011HumanColorectumAD2.39e-10-3.18e-010.0674
22872SEC31AHTA11_99999970781_79442HumanColorectumMSS1.28e-07-2.85e-010.294
22872SEC31AHTA11_99999965062_69753HumanColorectumMSI-H1.20e-027.74e-010.3487
22872SEC31AHTA11_99999974143_84620HumanColorectumMSS3.28e-15-4.01e-010.3005
22872SEC31AF007HumanColorectumFAP2.46e-03-2.49e-010.1176
22872SEC31AA001-C-207HumanColorectumFAP1.13e-05-3.54e-010.1278
22872SEC31AA015-C-203HumanColorectumFAP7.83e-29-3.72e-01-0.1294
22872SEC31AA015-C-204HumanColorectumFAP4.03e-09-4.64e-01-0.0228
22872SEC31AA014-C-040HumanColorectumFAP3.94e-05-4.82e-01-0.1184
22872SEC31AA002-C-201HumanColorectumFAP3.24e-17-3.63e-010.0324
22872SEC31AA002-C-203HumanColorectumFAP1.97e-07-2.39e-010.2786
22872SEC31AA001-C-119HumanColorectumFAP5.07e-04-1.71e-01-0.1557
Page: 1 2 3 4 5 6 7 8 9 10 11 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000690010CervixCCvesicle budding from membrane20/231161/187232.50e-054.28e-0420
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:001003810CervixCCresponse to metal ion67/2311373/187239.67e-048.10e-0367
GO:00515926CervixCCresponse to calcium ion31/2311149/187232.31e-031.65e-0231
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006900ColorectumADvesicle budding from membrane32/391861/187235.38e-082.81e-0632
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00069002ColorectumMSSvesicle budding from membrane31/346761/187231.17e-087.06e-0731
GO:00160502ColorectumMSSvesicle organization93/3467300/187231.04e-074.97e-0693
GO:00068882ColorectumMSSendoplasmic reticulum to Golgi vesicle-mediated transport44/3467130/187232.17e-054.60e-0444
GO:0090114ColorectumMSSCOPII-coated vesicle budding12/346729/187233.60e-032.66e-0212
GO:00100382ColorectumMSSresponse to metal ion90/3467373/187233.76e-032.76e-0290
GO:0035459ColorectumMSSvesicle cargo loading11/346727/187236.03e-034.04e-0211
GO:00068883ColorectumMSI-Hendoplasmic reticulum to Golgi vesicle-mediated transport22/1319130/187231.05e-043.24e-0322
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
Page: 1 2 3 4 5 6 7 8 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414116LungIACProtein processing in endoplasmic reticulum37/1053174/84656.53e-045.73e-033.81e-0337
hsa0414117LungIACProtein processing in endoplasmic reticulum37/1053174/84656.53e-045.73e-033.81e-0337
hsa0414123LungAISProtein processing in endoplasmic reticulum35/961174/84654.88e-044.39e-032.81e-0335
hsa0414133LungAISProtein processing in endoplasmic reticulum35/961174/84654.88e-044.39e-032.81e-0335
Page: 1 2 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SEC31ASNVMissense_Mutationnovelc.1301C>Ap.Thr434Lysp.T434KO94979protein_codingdeleterious(0)probably_damaging(0.969)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEC31ASNVMissense_Mutationc.740G>Tp.Arg247Leup.R247LO94979protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SEC31ASNVMissense_Mutationc.1596C>Ap.Ser532Argp.S532RO94979protein_codingtolerated(0.4)benign(0.006)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SEC31ASNVMissense_Mutationc.130G>Cp.Glu44Glnp.E44QO94979protein_codingdeleterious(0.02)probably_damaging(0.964)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SEC31ASNVMissense_Mutationnovelc.3134C>Tp.Pro1045Leup.P1045LO94979protein_codingdeleterious(0)benign(0.231)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEC31ASNVMissense_Mutationc.554N>Tp.Ala185Valp.A185VO94979protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A0AZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
SEC31ASNVMissense_Mutationc.740N>Tp.Arg247Leup.R247LO94979protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
SEC31ASNVMissense_Mutationnovelc.1663N>Tp.Pro555Serp.P555SO94979protein_codingdeleterious(0.03)benign(0)TCGA-Z7-A8R6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
SEC31AdeletionIn_Frame_Delnovelc.2228_2230delGAGp.Gly743delp.G743delO94979protein_codingTCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
SEC31AinsertionNonsense_Mutationnovelc.3413_3414insTTCTGATAAATGTGTTTTTTAAAACCTCp.Gln1138HisfsTer8p.Q1138Hfs*8O94979protein_codingTCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
Page: 1