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: SEC61B

Gene summary for SEC61B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC61B

Gene ID

10952

Gene nameSEC61 translocon subunit beta
Gene AliasSEC61B
Cytomap9q22.33
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P60468


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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
10952SEC61BGSM4909281HumanBreastIDC3.85e-093.00e-010.21
10952SEC61BGSM4909285HumanBreastIDC2.98e-866.99e-010.21
10952SEC61BGSM4909286HumanBreastIDC7.29e-12-2.98e-010.1081
10952SEC61BGSM4909287HumanBreastIDC1.62e-037.57e-020.2057
10952SEC61BGSM4909288HumanBreastIDC1.67e-07-6.62e-020.0988
10952SEC61BGSM4909290HumanBreastIDC4.77e-103.40e-010.2096
10952SEC61BGSM4909293HumanBreastIDC2.68e-02-1.48e-010.1581
10952SEC61BGSM4909294HumanBreastIDC1.47e-11-1.76e-010.2022
10952SEC61BGSM4909296HumanBreastIDC2.44e-221.16e-010.1524
10952SEC61BGSM4909297HumanBreastIDC7.25e-34-5.02e-010.1517
10952SEC61BGSM4909301HumanBreastIDC2.80e-182.68e-010.1577
10952SEC61BGSM4909302HumanBreastIDC4.18e-03-1.37e-010.1545
10952SEC61BGSM4909309HumanBreastIDC2.53e-04-1.72e-010.0483
10952SEC61BGSM4909311HumanBreastIDC2.54e-60-4.10e-010.1534
10952SEC61BGSM4909312HumanBreastIDC1.73e-15-8.81e-020.1552
10952SEC61BGSM4909313HumanBreastIDC1.97e-08-2.35e-010.0391
10952SEC61BGSM4909315HumanBreastIDC8.55e-182.70e-010.21
10952SEC61BGSM4909316HumanBreastIDC2.60e-112.98e-010.21
10952SEC61BGSM4909318HumanBreastIDC1.15e-021.01e-010.2031
10952SEC61BGSM4909319HumanBreastIDC7.93e-71-8.37e-010.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
GO:00901507LiverCirrhoticestablishment of protein localization to membrane123/4634260/187231.85e-152.15e-13123
GO:00709724LiverCirrhoticprotein localization to endoplasmic reticulum45/463474/187234.79e-112.73e-0945
GO:0030433LiverCirrhoticubiquitin-dependent ERAD pathway45/463485/187232.19e-087.75e-0745
GO:00365032LiverCirrhoticERAD pathway53/4634107/187232.58e-088.89e-0753
GO:00325271LiverCirrhoticprotein exit from endoplasmic reticulum29/463448/187231.63e-074.30e-0629
GO:00309702LiverCirrhoticretrograde protein transport, ER to cytosol19/463429/187234.10e-066.90e-0519
GO:19035132LiverCirrhoticendoplasmic reticulum to cytosol transport19/463429/187234.10e-066.90e-0519
GO:00718063LiverCirrhoticprotein transmembrane transport31/463459/187234.10e-066.90e-0531
GO:00725994LiverCirrhoticestablishment of protein localization to endoplasmic reticulum26/463446/187234.14e-066.94e-0526
GO:00450474LiverCirrhoticprotein targeting to ER24/463442/187237.49e-061.15e-0424
GO:00066122LiverCirrhoticprotein targeting to membrane53/4634131/187235.17e-055.95e-0453
GO:00650022LiverCirrhoticintracellular protein transmembrane transport25/463451/187231.51e-041.45e-0325
GO:00066132LiverCirrhoticcotranslational protein targeting to membrane17/463431/187233.19e-042.77e-0317
GO:00066207LiverCirrhoticposttranslational protein targeting to endoplasmic reticulum membrane8/463412/187232.59e-031.53e-028
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414118BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0511014BreastPrecancerVibrio cholerae infection14/68450/84652.67e-052.64e-042.02e-0414
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa030609BreastPrecancerProtein export6/68423/84658.34e-034.54e-023.48e-026
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0511015BreastPrecancerVibrio cholerae infection14/68450/84652.67e-052.64e-042.02e-0414
hsa0414519BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0306012BreastPrecancerProtein export6/68423/84658.34e-034.54e-023.48e-026
hsa0511022BreastIDCVibrio cholerae infection17/86750/84654.82e-066.82e-055.10e-0517
hsa0414522BreastIDCPhagosome34/867152/84658.00e-069.99e-057.48e-0534
hsa0414124BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0511032BreastIDCVibrio cholerae infection17/86750/84654.82e-066.82e-055.10e-0517
hsa0414532BreastIDCPhagosome34/867152/84658.00e-069.99e-057.48e-0534
hsa0414134BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0414541BreastDCISPhagosome35/846152/84651.67e-062.45e-051.81e-0535
hsa0511041BreastDCISVibrio cholerae infection17/84650/84653.45e-064.45e-053.28e-0517
hsa0414143BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0414551BreastDCISPhagosome35/846152/84651.67e-062.45e-051.81e-0535
hsa0511051BreastDCISVibrio cholerae infection17/84650/84653.45e-064.45e-053.28e-0517
hsa0414153BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
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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
SEC61BSNVMissense_Mutationrs776348686c.284N>Ap.Arg95Hisp.R95HP60468protein_codingdeleterious(0.04)probably_damaging(0.964)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEC61BSNVMissense_Mutationc.23G>Ap.Gly8Aspp.G8DP60468protein_codingtolerated(0.13)benign(0.003)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SEC61BSNVMissense_Mutationrs746398079c.244N>Ap.Ala82Thrp.A82TP60468protein_codingdeleterious(0.05)probably_damaging(0.989)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SEC61BdeletionFrame_Shift_Delc.162delGp.Met55CysfsTer22p.M55Cfs*22P60468protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEC61BSNVMissense_Mutationrs746398079c.244N>Ap.Ala82Thrp.A82TP60468protein_codingdeleterious(0.05)probably_damaging(0.989)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SEC61BSNVMissense_Mutationrs746398079c.244N>Ap.Ala82Thrp.A82TP60468protein_codingdeleterious(0.05)probably_damaging(0.989)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SEC61BSNVMissense_Mutationnovelc.170N>Ap.Arg57Glnp.R57QP60468protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC61BSNVMissense_Mutationnovelc.67N>Ap.Ala23Thrp.A23TP60468protein_codingtolerated(0.07)benign(0.003)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SEC61BSNVMissense_Mutationnovelc.267N>Gp.Ile89Metp.I89MP60468protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SEC61BSNVMissense_Mutationrs746398079c.244N>Ap.Ala82Thrp.A82TP60468protein_codingdeleterious(0.05)probably_damaging(0.989)TCGA-AJ-A8CV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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