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: SMCR8

Gene summary for SMCR8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMCR8

Gene ID

140775

Gene nameSMCR8-C9orf72 complex subunit
Gene AliasDENND8A
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q8TEV9


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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
140775SMCR8HCC1_MengHumanLiverHCC7.10e-284.04e-020.0246
140775SMCR8HCC2_MengHumanLiverHCC3.93e-115.56e-020.0107
140775SMCR8HCC1HumanLiverHCC1.47e-102.17e+000.5336
140775SMCR8HCC2HumanLiverHCC2.35e-203.13e+000.5341
140775SMCR8HCC5HumanLiverHCC1.06e-081.31e+000.4932
140775SMCR8S014HumanLiverHCC7.13e-031.97e-010.2254
140775SMCR8S027HumanLiverHCC2.88e-033.97e-010.2446
140775SMCR8S028HumanLiverHCC1.31e-134.79e-010.2503
140775SMCR8S029HumanLiverHCC5.99e-094.50e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
GO:004593622LiverHCCnegative regulation of phosphate metabolic process258/7958441/187236.00e-122.60e-10258
GO:000989522LiverHCCnegative regulation of catabolic process196/7958320/187237.98e-123.35e-10196
GO:003133022LiverHCCnegative regulation of cellular catabolic process164/7958262/187233.52e-111.35e-09164
GO:004232622LiverHCCnegative regulation of phosphorylation227/7958385/187233.98e-111.52e-09227
GO:005134822LiverHCCnegative regulation of transferase activity166/7958268/187238.97e-113.18e-09166
GO:000703311LiverHCCvacuole organization119/7958180/187231.22e-104.25e-09119
GO:001624111LiverHCCregulation of macroautophagy96/7958141/187236.82e-102.14e-0896
GO:001063912LiverHCCnegative regulation of organelle organization204/7958348/187237.67e-102.37e-08204
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:003367322LiverHCCnegative regulation of kinase activity144/7958237/187239.76e-092.45e-07144
GO:000193322LiverHCCnegative regulation of protein phosphorylation196/7958342/187231.95e-084.63e-07196
GO:19050371LiverHCCautophagosome organization70/7958103/187231.52e-072.82e-0670
GO:00105082LiverHCCpositive regulation of autophagy81/7958124/187232.34e-074.17e-0681
GO:00000451LiverHCCautophagosome assembly67/795899/187233.56e-076.07e-0667
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
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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
SMCR8SNVMissense_Mutationnovelc.1547G>Cp.Ser516Thrp.S516TQ8TEV9protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A2-A3XU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
SMCR8SNVMissense_Mutationc.2221N>Ap.Ala741Thrp.A741TQ8TEV9protein_codingtolerated(0.42)benign(0)TCGA-A7-A13F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SMCR8SNVMissense_Mutationc.1469N>Tp.Gln490Leup.Q490LQ8TEV9protein_codingtolerated(0.05)probably_damaging(0.994)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMCR8SNVMissense_Mutationnovelc.2423N>Ap.Ser808Asnp.S808NQ8TEV9protein_codingdeleterious(0)probably_damaging(0.946)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SMCR8SNVMissense_Mutationc.1476C>Ap.Ser492Argp.S492RQ8TEV9protein_codingtolerated(0.18)benign(0.003)TCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMCR8SNVMissense_Mutationnovelc.1534N>Cp.Ile512Leup.I512LQ8TEV9protein_codingtolerated(0.13)benign(0.034)TCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SMCR8insertionFrame_Shift_Insnovelc.2792_2793insAGGCAGAAAGAAGAGGTTTTTTTGTTTGTTTTGTTTTTTAAGAp.Ser932GlyfsTer19p.S932Gfs*19Q8TEV9protein_codingTCGA-A2-A0D4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SMCR8insertionFrame_Shift_Insnovelc.327_328insAGTTCTCCAGGAAACCATTTCAGGATCTACTTTTGTTATCTGAGATATTp.Ala111SerfsTer35p.A111Sfs*35Q8TEV9protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
SMCR8insertionIn_Frame_Insnovelc.142_143insCCATGCTCTTAGAAAAGTTCTCCAGAAAACCATp.Lys47_Leu48insProMetLeuLeuGluLysPheSerArgLysProp.K47_L48insPMLLEKFSRKPQ8TEV9protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SMCR8deletionFrame_Shift_Delnovelc.2024delNp.Ser676AlafsTer3p.S676Afs*3Q8TEV9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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