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: SEC61G

Gene summary for SEC61G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC61G

Gene ID

23480

Gene nameSEC61 translocon subunit gamma
Gene AliasSSS1
Cytomap7p11.2
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A0A024QYZ0


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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
23480SEC61GGSM4909280HumanBreastPrecancer3.78e-02-4.57e-010.0305
23480SEC61GGSM4909281HumanBreastIDC8.61e-426.43e-010.21
23480SEC61GGSM4909282HumanBreastIDC6.91e-335.75e-01-0.0288
23480SEC61GGSM4909285HumanBreastIDC1.80e-265.67e-010.21
23480SEC61GGSM4909287HumanBreastIDC4.74e-677.05e-010.2057
23480SEC61GGSM4909288HumanBreastIDC2.58e-101.83e-010.0988
23480SEC61GGSM4909290HumanBreastIDC9.12e-728.87e-010.2096
23480SEC61GGSM4909291HumanBreastIDC7.08e-195.25e-010.1753
23480SEC61GGSM4909294HumanBreastIDC1.79e-253.05e-010.2022
23480SEC61GGSM4909296HumanBreastIDC3.03e-374.62e-010.1524
23480SEC61GGSM4909297HumanBreastIDC8.86e-321.36e-010.1517
23480SEC61GGSM4909299HumanBreastIDC1.51e-032.59e-010.035
23480SEC61GGSM4909301HumanBreastIDC6.07e-173.85e-010.1577
23480SEC61GGSM4909302HumanBreastIDC2.20e-023.79e-020.1545
23480SEC61GGSM4909304HumanBreastIDC3.46e-546.85e-010.1636
23480SEC61GGSM4909306HumanBreastIDC7.88e-123.90e-010.1564
23480SEC61GGSM4909307HumanBreastIDC1.19e-022.22e-010.1569
23480SEC61GGSM4909309HumanBreastIDC1.56e-081.93e-010.0483
23480SEC61GGSM4909311HumanBreastIDC4.85e-53-3.82e-010.1534
23480SEC61GGSM4909312HumanBreastIDC1.55e-206.71e-020.1552
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00709725BreastPrecancerprotein localization to endoplasmic reticulum15/108074/187231.74e-054.17e-0415
GO:00066059BreastPrecancerprotein targeting33/1080314/187236.50e-047.99e-0333
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
GO:00718064BreastPrecancerprotein transmembrane transport10/108059/187231.86e-031.81e-0210
GO:00066208BreastPrecancerposttranslational protein targeting to endoplasmic reticulum membrane4/108012/187233.75e-033.04e-024
GO:007097213BreastIDCprotein localization to endoplasmic reticulum18/143474/187238.58e-062.47e-0418
GO:000660514BreastIDCprotein targeting43/1434314/187231.44e-042.53e-0343
GO:007259413BreastIDCestablishment of protein localization to organelle51/1434422/187237.94e-049.55e-0351
GO:007180612BreastIDCprotein transmembrane transport12/143459/187231.49e-031.50e-0212
GO:007097222BreastDCISprotein localization to endoplasmic reticulum18/139074/187235.57e-061.60e-0418
GO:000660523BreastDCISprotein targeting43/1390314/187237.17e-051.41e-0343
GO:007259423BreastDCISestablishment of protein localization to organelle51/1390422/187233.91e-045.40e-0351
GO:007180621BreastDCISprotein transmembrane transport12/139059/187231.14e-031.22e-0212
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
GO:00709726CervixCCprotein localization to endoplasmic reticulum21/231174/187231.69e-042.00e-0321
GO:00725995CervixCCestablishment of protein localization to endoplasmic reticulum13/231146/187232.95e-031.94e-0213
GO:007259414CervixHSIL_HPVestablishment of protein localization to organelle29/737422/187232.71e-032.58e-0229
GO:007259424CervixN_HPVestablishment of protein localization to organelle31/534422/187231.63e-068.54e-0531
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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
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0414519BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
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
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa0414520CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa0511016CervixCCVibrio cholerae infection18/126750/84651.91e-041.11e-036.55e-0418
hsa0306010CervixCCProtein export10/126723/84659.64e-044.22e-032.49e-0310
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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
SEC61GSNVMissense_Mutationc.121G>Ap.Ala41Thrp.A41TP60059protein_codingtolerated(0.07)benign(0.048)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SEC61GinsertionFrame_Shift_Insnovelc.205_206insTTAATTTAGAAATAp.Ter69PhefsTer16p.*69Ffs*16P60059protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SEC61GSNVMissense_Mutationc.71N>Ap.Arg24Lysp.R24KP60059protein_codingtolerated(0.36)benign(0.024)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC61GSNVMissense_Mutationc.191T>Cp.Ile64Thrp.I64TP60059protein_codingdeleterious(0.01)probably_damaging(0.965)TCGA-AX-A063-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC61GSNVMissense_Mutationnovelc.105G>Tp.Lys35Asnp.K35NP60059protein_codingtolerated(0.05)possibly_damaging(0.862)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
SEC61GSNVMissense_Mutationnovelc.197T>Cp.Val66Alap.V66AP60059protein_codingdeleterious(0.01)possibly_damaging(0.672)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC61GdeletionFrame_Shift_Delnovelc.70delNp.Arg24AspfsTer19p.R24Dfs*19P60059protein_codingTCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SEC61GSNVMissense_Mutationc.67N>Gp.Lys23Glup.K23EP60059protein_codingdeleterious(0.05)benign(0.094)TCGA-49-4488-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SEC61GSNVMissense_Mutationc.107N>Ap.Ile36Asnp.I36NP60059protein_codingdeleterious(0.03)benign(0.19)TCGA-86-A4JF-01Lunglung adenocarcinomaMale<65I/IIChemotherapyunknownPD
SEC61GSNVMissense_Mutationc.173A>Gp.His58Argp.H58RP60059protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-37-3789-01Lunglung squamous cell carcinomaMale>=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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