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: SEC61A1

Gene summary for SEC61A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC61A1

Gene ID

29927

Gene nameSEC61 translocon subunit alpha 1
Gene AliasADTKD5
Cytomap3q21.3
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

B3KME8


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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
29927SEC61A1HTA11_1938_2000001011HumanColorectumAD2.14e-033.53e-01-0.0811
29927SEC61A1HTA11_347_2000001011HumanColorectumAD2.13e-114.11e-01-0.1954
29927SEC61A1HTA11_2112_2000001011HumanColorectumSER1.54e-049.01e-01-0.2196
29927SEC61A1HTA11_696_2000001011HumanColorectumAD1.09e-043.53e-01-0.1464
29927SEC61A1HTA11_1391_2000001011HumanColorectumAD1.14e-035.02e-01-0.059
29927SEC61A1HTA11_99999965062_69753HumanColorectumMSI-H4.70e-021.01e+000.3487
29927SEC61A1HTA11_99999971662_82457HumanColorectumMSS1.91e-177.10e-010.3859
29927SEC61A1HTA11_99999974143_84620HumanColorectumMSS1.62e-033.32e-010.3005
29927SEC61A1A002-C-116HumanColorectumFAP1.69e-02-1.26e-01-0.0452
29927SEC61A1CRC-1-8810HumanColorectumCRC3.32e-021.76e-010.6257
29927SEC61A1LZE2THumanEsophagusESCC1.15e-071.12e+000.082
29927SEC61A1LZE4THumanEsophagusESCC2.81e-062.67e-010.0811
29927SEC61A1LZE7THumanEsophagusESCC7.13e-151.22e+000.0667
29927SEC61A1LZE8THumanEsophagusESCC2.23e-052.44e-010.067
29927SEC61A1LZE20THumanEsophagusESCC4.11e-072.36e-010.0662
29927SEC61A1LZE22D1HumanEsophagusHGIN7.63e-03-6.72e-020.0595
29927SEC61A1LZE22THumanEsophagusESCC5.60e-047.26e-010.068
29927SEC61A1LZE24THumanEsophagusESCC2.99e-196.90e-010.0596
29927SEC61A1LZE21THumanEsophagusESCC7.55e-05-1.91e-020.0655
29927SEC61A1P1T-EHumanEsophagusESCC2.01e-129.37e-010.0875
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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
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:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:0070972ColorectumADprotein localization to endoplasmic reticulum26/391874/187233.28e-032.40e-0226
GO:0006620ColorectumADposttranslational protein targeting to endoplasmic reticulum membrane7/391812/187235.09e-033.38e-027
GO:0071806ColorectumADprotein transmembrane transport21/391859/187236.58e-034.08e-0221
GO:00725941ColorectumSERestablishment of protein localization to organelle111/2897422/187234.98e-094.49e-07111
GO:00901501ColorectumSERestablishment of protein localization to membrane68/2897260/187235.55e-062.01e-0468
GO:00066051ColorectumSERprotein targeting76/2897314/187233.19e-058.47e-0476
GO:00066201ColorectumSERposttranslational protein targeting to endoplasmic reticulum membrane6/289712/187235.42e-034.03e-026
GO:00070291ColorectumSERendoplasmic reticulum organization23/289787/187235.77e-034.23e-0223
GO:00718061ColorectumSERprotein transmembrane transport17/289759/187236.64e-034.69e-0217
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:00709721ColorectumMSSprotein localization to endoplasmic reticulum25/346774/187231.25e-031.20e-0225
GO:00718062ColorectumMSSprotein transmembrane transport20/346759/187233.53e-032.63e-0220
GO:0001655ColorectumMSSurogenital system development81/3467338/187236.88e-034.43e-0281
GO:0065002ColorectumMSSintracellular protein transmembrane transport17/346751/187238.28e-034.99e-0217
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0511010LiverCirrhoticVibrio cholerae infection29/253050/84653.19e-052.47e-041.52e-0429
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414515LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0511011LiverCirrhoticVibrio cholerae infection29/253050/84653.19e-052.47e-041.52e-0429
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0306021LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa0511021LiverHCCVibrio cholerae infection35/402050/84651.04e-033.87e-032.15e-0335
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0306031LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0414531LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa0511031LiverHCCVibrio cholerae infection35/402050/84651.04e-033.87e-032.15e-0335
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0306018Oral cavityOSCCProtein export21/370423/84652.42e-061.27e-056.45e-0621
hsa0414528Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa0511026Oral cavityOSCCVibrio cholerae infection32/370450/84653.05e-037.74e-033.94e-0332
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0306019Oral cavityOSCCProtein export21/370423/84652.42e-061.27e-056.45e-0621
hsa04145113Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa05110111Oral cavityOSCCVibrio cholerae infection32/370450/84653.05e-037.74e-033.94e-0332
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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
SEC61A1SNVMissense_Mutationc.729N>Ap.Met243Ilep.M243IP61619protein_codingtolerated(0.2)benign(0.003)TCGA-A2-A0YL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SEC61A1SNVMissense_Mutationc.584N>Gp.Ala195Glyp.A195GP61619protein_codingdeleterious(0.03)benign(0.104)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SEC61A1SNVMissense_Mutationc.691N>Tp.Arg231Trpp.R231WP61619protein_codingdeleterious(0.03)probably_damaging(0.926)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SEC61A1SNVMissense_Mutationnovelc.1157C>Tp.Ser386Phep.S386FP61619protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
SEC61A1SNVMissense_Mutationnovelc.791N>Cp.Asp264Alap.D264AP61619protein_codingtolerated(0.11)benign(0.026)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
SEC61A1SNVMissense_Mutationc.1253N>Tp.Pro418Leup.P418LP61619protein_codingdeleterious(0.01)possibly_damaging(0.869)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
SEC61A1insertionFrame_Shift_Insnovelc.1392_1393insTGGACATGTGTTGTTTCTTTCCATGCAGGGCATCp.Gln465TrpfsTer73p.Q465Wfs*73P61619protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SEC61A1insertionNonsense_Mutationnovelc.946_947insGAATTTGCCTGCTAATCACCATTCAGGTAATTATTATGCTAACAp.Leu316Terp.L316*P61619protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SEC61A1SNVMissense_Mutationc.706N>Tp.Arg236Cysp.R236CP61619protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEC61A1SNVMissense_Mutationnovelc.98N>Cp.Leu33Prop.L33PP61619protein_codingdeleterious(0)possibly_damaging(0.861)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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