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: SEC13

Gene summary for SEC13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC13

Gene ID

6396

Gene nameSEC13 homolog, nuclear pore and COPII coat complex component
Gene AliasD3S1231E
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

P55735


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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
6396SEC13C09HumanOral cavityOSCC2.08e-165.16e-010.1431
6396SEC13LN22HumanOral cavityOSCC1.49e-171.15e+000.1733
6396SEC13LN46HumanOral cavityOSCC9.79e-157.30e-010.1666
6396SEC13LP15HumanOral cavityLP4.76e-051.08e+000.2174
6396SEC13EOLP-1HumanOral cavityEOLP4.56e-041.54e-01-0.0202
6396SEC13SYSMH1HumanOral cavityOSCC2.98e-071.36e-010.1127
6396SEC13SYSMH2HumanOral cavityOSCC4.43e-103.18e-010.2326
6396SEC13SYSMH3HumanOral cavityOSCC1.03e-266.28e-010.2442
6396SEC13SYSMH5HumanOral cavityOSCC2.49e-031.19e-010.0647
6396SEC13SYSMH6HumanOral cavityOSCC1.19e-102.85e-010.1275
6396SEC13P4_S8_cSCCHumanSkincSCC1.41e-037.24e-02-0.3095
6396SEC13P1_cSCCHumanSkincSCC7.72e-351.08e+000.0292
6396SEC13P2_cSCCHumanSkincSCC3.64e-196.37e-01-0.024
6396SEC13P4_cSCCHumanSkincSCC1.40e-388.72e-01-0.00290000000000005
6396SEC13P10_cSCCHumanSkincSCC1.13e-311.03e+000.1017
6396SEC13male-WTAHumanThyroidPTC6.99e-422.38e-010.1037
6396SEC13PTC01HumanThyroidPTC2.17e-191.02e-010.1899
6396SEC13PTC04HumanThyroidPTC8.64e-091.47e-010.1927
6396SEC13PTC05HumanThyroidPTC3.72e-144.74e-010.2065
6396SEC13PTC06HumanThyroidPTC3.30e-256.74e-010.2057
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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.

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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:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006900ColorectumADvesicle budding from membrane32/391861/187235.38e-082.81e-0632
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0051236ColorectumADestablishment of RNA localization58/3918166/187231.95e-054.01e-0458
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0050657ColorectumADnucleic acid transport57/3918163/187232.22e-054.39e-0457
GO:0050658ColorectumADRNA transport57/3918163/187232.22e-054.39e-0457
GO:0017038ColorectumADprotein import67/3918206/187236.34e-051.05e-0367
GO:0051170ColorectumADimport into nucleus53/3918159/187231.76e-042.38e-0353
GO:0006606ColorectumADprotein import into nucleus51/3918155/187233.29e-043.86e-0351
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:0051028ColorectumADmRNA transport42/3918130/187231.57e-031.32e-0242
GO:00725941ColorectumSERestablishment of protein localization to organelle111/2897422/187234.98e-094.49e-07111
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00069131ColorectumSERnucleocytoplasmic transport77/2897301/187233.39e-061.32e-0477
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa050143ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa050148ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa050149ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa0501430EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
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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
SEC13SNVMissense_Mutationc.1018N>Ap.Asp340Asnp.D340NP55735protein_codingtolerated(0.18)benign(0.301)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SEC13SNVMissense_Mutationrs149879822c.430N>Ap.Glu144Lysp.E144KP55735protein_codingtolerated(0.11)benign(0.027)TCGA-BH-A0BV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
SEC13insertionNonsense_Mutationnovelc.489_490insTCCTACTTACTATAATGp.Leu164SerfsTer5p.L164Sfs*5P55735protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SEC13deletionFrame_Shift_Delc.563_567delNNNNNp.Val188GlufsTer45p.V188Efs*45P55735protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEC13deletionFrame_Shift_Delnovelc.1099delNp.Glu367SerfsTer50p.E367Sfs*50P55735protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SEC13SNVMissense_Mutationrs754797935c.938A>Gp.His313Argp.H313RP55735protein_codingtolerated(1)probably_damaging(0.996)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEC13SNVMissense_Mutationc.908N>Gp.Leu303Trpp.L303WP55735protein_codingdeleterious(0.03)probably_damaging(0.958)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SEC13deletionFrame_Shift_Delc.478delNp.His160MetfsTer5p.H160Mfs*5P55735protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEC13SNVMissense_Mutationnovelc.921N>Ap.Phe307Leup.F307LP55735protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SEC13SNVMissense_Mutationrs764858977c.973G>Ap.Val325Ilep.V325IP55735protein_codingdeleterious(0.04)probably_damaging(0.972)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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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