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: SEC16A

Gene summary for SEC16A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC16A

Gene ID

9919

Gene nameSEC16 homolog A, endoplasmic reticulum export factor
Gene AliasKIAA0310
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

F1T0I1


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
9919SEC16ALZE4THumanEsophagusESCC6.04e-059.97e-020.0811
9919SEC16ALZE7THumanEsophagusESCC5.51e-133.64e-010.0667
9919SEC16ALZE8THumanEsophagusESCC9.82e-035.42e-020.067
9919SEC16ALZE24THumanEsophagusESCC6.47e-062.17e-010.0596
9919SEC16ALZE21THumanEsophagusESCC2.70e-021.87e-010.0655
9919SEC16AP1T-EHumanEsophagusESCC2.17e-054.13e-010.0875
9919SEC16AP2T-EHumanEsophagusESCC1.96e-172.46e-010.1177
9919SEC16AP4T-EHumanEsophagusESCC8.24e-049.66e-020.1323
9919SEC16AP5T-EHumanEsophagusESCC2.57e-06-5.97e-030.1327
9919SEC16AP8T-EHumanEsophagusESCC3.38e-255.36e-010.0889
9919SEC16AP9T-EHumanEsophagusESCC1.16e-101.08e-010.1131
9919SEC16AP10T-EHumanEsophagusESCC1.18e-081.36e-010.116
9919SEC16AP11T-EHumanEsophagusESCC1.07e-074.02e-010.1426
9919SEC16AP12T-EHumanEsophagusESCC8.44e-127.50e-020.1122
9919SEC16AP15T-EHumanEsophagusESCC8.39e-091.97e-010.1149
9919SEC16AP16T-EHumanEsophagusESCC2.69e-154.62e-020.1153
9919SEC16AP17T-EHumanEsophagusESCC1.23e-037.74e-020.1278
9919SEC16AP19T-EHumanEsophagusESCC3.59e-031.70e-010.1662
9919SEC16AP20T-EHumanEsophagusESCC1.13e-043.35e-020.1124
9919SEC16AP21T-EHumanEsophagusESCC9.88e-193.10e-010.1617
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:000689315EsophagusESCCGolgi to plasma membrane transport48/855260/187235.11e-089.16e-0748
GO:004300114EsophagusESCCGolgi to plasma membrane protein transport34/855240/187233.00e-074.27e-0634
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:0021762111EsophagusESCCsubstantia nigra development35/855244/187234.40e-064.69e-0535
GO:003252714EsophagusESCCprotein exit from endoplasmic reticulum37/855248/187238.99e-068.65e-0537
GO:006195114EsophagusESCCestablishment of protein localization to plasma membrane44/855260/187231.25e-051.15e-0444
GO:007097218EsophagusESCCprotein localization to endoplasmic reticulum52/855274/187231.58e-051.42e-0452
GO:004885718EsophagusESCCneural nucleus development44/855264/187231.59e-041.05e-0344
GO:003090118EsophagusESCCmidbrain development58/855290/187232.52e-041.55e-0358
Page: 1 2 3 4 5 6 7 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

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
SEC16ASNVMissense_Mutationc.2834G>Ap.Arg945Hisp.R945Hprotein_codingtolerated(0.16)benign(0)TCGA-B6-A1KC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEC16ASNVMissense_Mutationnovelc.4678N>Ap.Leu1560Metp.L1560Mprotein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SEC16ASNVMissense_Mutationc.5596N>Tp.Pro1866Serp.P1866Sprotein_codingdeleterious(0.05)probably_damaging(1)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SEC16ASNVMissense_Mutationc.4789G>Ap.Glu1597Lysp.E1597Kprotein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
SEC16ASNVMissense_Mutationc.3112N>Cp.Asp1038Hisp.D1038Hprotein_codingdeleterious(0.02)probably_damaging(0.94)TCGA-BH-A1FM-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SEC16ASNVMissense_Mutationc.2803N>Cp.Glu935Glnp.E935Qprotein_codingtolerated(0.58)benign(0.003)TCGA-BH-A1FM-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SEC16ASNVMissense_Mutationc.2632N>Ap.Asp878Asnp.D878Nprotein_codingtolerated(0.22)probably_damaging(0.999)TCGA-BH-A1FM-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SEC16ASNVMissense_Mutationrs772867748c.5510N>Tp.Pro1837Leup.P1837Lprotein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1X6-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
SEC16ASNVMissense_Mutationc.6619C>Tp.Pro2207Serp.P2207Sprotein_codingtolerated(0.14)possibly_damaging(0.767)TCGA-EW-A1P4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SEC16ASNVMissense_Mutationnovelc.5108N>Ap.Pro1703Glnp.P1703Qprotein_codingdeleterious(0)probably_damaging(1)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 

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