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: SEC11C

Gene summary for SEC11C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC11C

Gene ID

90701

Gene nameSEC11 homolog C, signal peptidase complex subunit
Gene AliasSEC11L3
Cytomap18q21.32
Gene Typeprotein-coding
GO ID

GO:0006465

UniProtAcc

K7EJQ7


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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
90701SEC11CCA_HPV_1HumanCervixCC7.73e-07-2.46e-010.0264
90701SEC11CCA_HPV_3HumanCervixCC1.58e-02-2.13e-010.0414
90701SEC11CN_HPV_1HumanCervixN_HPV1.30e-05-2.31e-010.0079
90701SEC11CCCI_1HumanCervixCC2.82e-08-5.75e-010.528
90701SEC11CCCI_2HumanCervixCC4.26e-04-5.31e-010.5249
90701SEC11CCCI_3HumanCervixCC1.04e-08-5.59e-010.516
90701SEC11CCCII_1HumanCervixCC3.98e-13-5.63e-010.3249
90701SEC11Csample3HumanCervixCC2.40e-06-2.13e-010.1387
90701SEC11CT3HumanCervixCC9.65e-05-2.61e-010.1389
90701SEC11CHTA11_3410_2000001011HumanColorectumAD2.31e-051.23e-010.0155
90701SEC11CHTA11_1938_2000001011HumanColorectumAD2.30e-083.85e-01-0.0811
90701SEC11CHTA11_347_2000001011HumanColorectumAD2.32e-083.03e-01-0.1954
90701SEC11CHTA11_696_2000001011HumanColorectumAD6.95e-072.93e-01-0.1464
90701SEC11CHTA11_1391_2000001011HumanColorectumAD1.62e-135.35e-01-0.059
90701SEC11CHTA11_546_2000001011HumanColorectumAD2.27e-033.17e-01-0.0842
90701SEC11CHTA11_866_3004761011HumanColorectumAD4.15e-052.08e-010.096
90701SEC11CHTA11_6801_2000001011HumanColorectumSER7.49e-043.58e-010.0171
90701SEC11CHTA11_7696_3000711011HumanColorectumAD7.06e-031.17e-010.0674
90701SEC11CHTA11_7469_2000001011HumanColorectumAD1.86e-024.46e-01-0.0124
90701SEC11CHTA11_99999970781_79442HumanColorectumMSS2.83e-094.14e-010.294
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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
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.

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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:00064657CervixCCsignal peptide processing8/231114/187238.01e-051.09e-038
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:005160414CervixN_HPVprotein maturation20/534294/187233.17e-044.75e-0320
GO:00164854CervixN_HPVprotein processing15/534225/187232.09e-032.00e-0215
GO:000646511CervixN_HPVsignal peptide processing3/53414/187236.64e-034.45e-023
GO:0006465ColorectumADsignal peptide processing10/391814/187236.90e-051.11e-0310
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:00064651ColorectumSERsignal peptide processing7/289714/187232.64e-032.41e-027
GO:00064652ColorectumMSSsignal peptide processing11/346714/187231.81e-065.70e-0511
GO:00516042ColorectumMSSprotein maturation75/3467294/187231.70e-031.53e-0275
GO:00164852ColorectumMSSprotein processing57/3467225/187236.60e-034.38e-0257
GO:00064653ColorectumMSI-Hsignal peptide processing7/131914/187231.87e-057.82e-047
GO:00516043ColorectumMSI-Hprotein maturation34/1319294/187233.02e-033.80e-0234
GO:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:000646515EsophagusHGINsignal peptide processing8/258714/187231.81e-043.45e-038
GO:00164857EsophagusHGINprotein processing49/2587225/187237.04e-049.52e-0349
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0306010CervixCCProtein export10/126723/84659.64e-044.22e-032.49e-0310
hsa0306013CervixCCProtein export10/126723/84659.64e-044.22e-032.49e-0310
hsa03060ColorectumADProtein export14/209223/84652.43e-041.90e-031.21e-0314
hsa030601ColorectumADProtein export14/209223/84652.43e-041.90e-031.21e-0314
hsa030602ColorectumMSSProtein export15/187523/84651.13e-051.26e-047.71e-0515
hsa030603ColorectumMSSProtein export15/187523/84651.13e-051.26e-047.71e-0515
hsa030604ColorectumMSI-HProtein export11/79723/84652.26e-063.65e-053.06e-0511
hsa030605ColorectumMSI-HProtein export11/79723/84652.26e-063.65e-053.06e-0511
hsa0306020EsophagusHGINProtein export13/138323/84651.27e-051.80e-041.43e-0413
hsa03060110EsophagusHGINProtein export13/138323/84651.27e-051.80e-041.43e-0413
hsa0306026EsophagusESCCProtein export22/420523/84652.43e-061.43e-057.32e-0622
hsa0306036EsophagusESCCProtein export22/420523/84652.43e-061.43e-057.32e-0622
hsa030608LiverCirrhoticProtein export20/253023/84652.00e-083.51e-072.17e-0720
hsa0306011LiverCirrhoticProtein export20/253023/84652.00e-083.51e-072.17e-0720
hsa0306021LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0306031LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0306018Oral cavityOSCCProtein export21/370423/84652.42e-061.27e-056.45e-0621
hsa0306019Oral cavityOSCCProtein export21/370423/84652.42e-061.27e-056.45e-0621
hsa0306025Oral cavityLPProtein export21/241823/84654.72e-108.28e-095.34e-0921
hsa0306035Oral cavityLPProtein export21/241823/84654.72e-108.28e-095.34e-0921
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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
SEC11CSNVMissense_Mutationc.575N>Tp.Ser192Phep.S192FQ9BY50protein_codingdeleterious(0)benign(0.198)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
SEC11CSNVMissense_Mutationc.326N>Cp.Arg109Thrp.R109TQ9BY50protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SEC11CSNVMissense_Mutationnovelc.496A>Gp.Ile166Valp.I166VQ9BY50protein_codingdeleterious(0)possibly_damaging(0.885)TCGA-AA-3972-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
SEC11CSNVMissense_Mutationc.167N>Ap.Gly56Aspp.G56DQ9BY50protein_codingtolerated(0.21)benign(0.078)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEC11CSNVMissense_Mutationnovelc.181A>Gp.Ile61Valp.I61VQ9BY50protein_codingtolerated(0.44)benign(0.023)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SEC11CSNVMissense_Mutationrs766715596c.253N>Tp.Arg85Trpp.R85WQ9BY50protein_codingdeleterious(0.01)possibly_damaging(0.697)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SEC11CSNVMissense_Mutationnovelc.569N>Ap.Arg190Hisp.R190HQ9BY50protein_codingdeleterious(0.03)benign(0.081)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
SEC11CSNVMissense_Mutationnovelc.182T>Cp.Ile61Thrp.I61TQ9BY50protein_codingdeleterious(0)possibly_damaging(0.703)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
SEC11CSNVMissense_Mutationnovelc.572N>Gp.Glu191Glyp.E191GQ9BY50protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
SEC11CSNVMissense_Mutationnovelc.569N>Ap.Arg190Hisp.R190HQ9BY50protein_codingdeleterious(0.03)benign(0.081)TCGA-EY-A1H0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolSD
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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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