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

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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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


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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
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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.

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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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
GO:000688821LiverHCCendoplasmic reticulum to Golgi vesicle-mediated transport100/7958130/187231.15e-158.67e-14100
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:007097212LiverHCCprotein localization to endoplasmic reticulum54/795874/187231.01e-071.98e-0654
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:000689321LiverHCCGolgi to plasma membrane transport44/795860/187231.24e-061.81e-0544
GO:004300121LiverHCCGolgi to plasma membrane protein transport32/795840/187231.40e-062.01e-0532
GO:00325272LiverHCCprotein exit from endoplasmic reticulum36/795848/187234.85e-066.10e-0536
GO:002176222LiverHCCsubstantia nigra development33/795844/187231.21e-051.38e-0433
GO:006195111LiverHCCestablishment of protein localization to plasma membrane41/795860/187234.65e-054.49e-0441
GO:003090121LiverHCCmidbrain development54/795890/187236.04e-043.79e-0354
GO:004885722LiverHCCneural nucleus development38/795864/187234.78e-032.02e-0238
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
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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.
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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
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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
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