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: IQSEC1

Gene summary for IQSEC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IQSEC1

Gene ID

9922

Gene nameIQ motif and Sec7 domain ArfGEF 1
Gene AliasARF-GEP100
Cytomap3p25.2-p25.1
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

A0A087WWK8


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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
9922IQSEC1S41HumanLiverCirrhotic7.50e-065.99e-01-0.0343
9922IQSEC1HCC1_MengHumanLiverHCC6.48e-318.20e-030.0246
9922IQSEC1HCC1HumanLiverHCC1.05e-153.14e+000.5336
9922IQSEC1HCC2HumanLiverHCC2.10e-264.13e+000.5341
9922IQSEC1S014HumanLiverHCC1.06e-197.30e-010.2254
9922IQSEC1S015HumanLiverHCC3.64e-137.04e-010.2375
9922IQSEC1S016HumanLiverHCC1.97e-176.29e-010.2243
9922IQSEC1S027HumanLiverHCC8.74e-128.13e-010.2446
9922IQSEC1S028HumanLiverHCC7.29e-239.02e-010.2503
9922IQSEC1S029HumanLiverHCC3.11e-211.01e+000.2581
9922IQSEC1male-WTAHumanThyroidPTC3.67e-095.91e-020.1037
9922IQSEC1PTC01HumanThyroidPTC4.25e-036.51e-030.1899
9922IQSEC1PTC04HumanThyroidPTC2.08e-087.62e-020.1927
9922IQSEC1PTC05HumanThyroidPTC1.98e-073.38e-010.2065
9922IQSEC1PTC06HumanThyroidPTC1.25e-091.35e-010.2057
9922IQSEC1PTC07HumanThyroidPTC2.57e-051.07e-010.2044
9922IQSEC1ATC12HumanThyroidATC1.55e-051.29e-010.34
9922IQSEC1ATC13HumanThyroidATC2.20e-294.55e-010.34
9922IQSEC1ATC2HumanThyroidATC1.33e-026.36e-010.34
9922IQSEC1ATC4HumanThyroidATC2.49e-061.64e-010.34
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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
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:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:015011512LiverCirrhoticcell-substrate junction organization51/4634101/187232.08e-087.47e-0751
GO:015011612LiverCirrhoticregulation of cell-substrate junction organization38/463471/187231.84e-074.82e-0638
GO:01501171LiverCirrhoticpositive regulation of cell-substrate junction organization21/463433/187232.55e-064.63e-0521
GO:000726511LiverCirrhoticRas protein signal transduction119/4634337/187238.16e-061.22e-04119
GO:0150146LiverCirrhoticcell junction disassembly12/463421/187231.53e-039.98e-0312
GO:000166712LiverCirrhoticameboidal-type cell migration145/4634475/187232.23e-031.36e-02145
GO:00106327LiverCirrhoticregulation of epithelial cell migration93/4634292/187233.46e-031.92e-0293
GO:00106317LiverCirrhoticepithelial cell migration110/4634357/187235.14e-032.65e-02110
GO:00901327LiverCirrhoticepithelium migration110/4634360/187236.79e-033.35e-02110
GO:00901307LiverCirrhotictissue migration111/4634365/187237.66e-033.61e-02111
GO:00106346LiverCirrhoticpositive regulation of epithelial cell migration58/4634176/187238.54e-033.96e-0258
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:015011522LiverHCCcell-substrate junction organization69/7958101/187231.36e-072.57e-0669
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:015011622LiverHCCregulation of cell-substrate junction organization48/795871/187231.67e-051.81e-0448
GO:01501172LiverHCCpositive regulation of cell-substrate junction organization24/795833/187234.24e-042.85e-0324
GO:004657811LiverHCCregulation of Ras protein signal transduction100/7958189/187232.42e-031.18e-02100
GO:01501461LiverHCCcell junction disassembly15/795821/187237.03e-032.80e-0215
GO:006099611LiverHCCdendritic spine development54/795899/187231.03e-023.86e-0254
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
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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
IQSEC1SNVMissense_Mutationnovelc.2047N>Ap.Arg683Serp.R683Sprotein_codingdeleterious(0.03)possibly_damaging(0.84)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
IQSEC1SNVMissense_Mutationc.1363N>Cp.Asp455Hisp.D455Hprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IQSEC1SNVMissense_Mutationc.2248G>Cp.Asp750Hisp.D750Hprotein_codingdeleterious(0)probably_damaging(0.989)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
IQSEC1SNVMissense_Mutationnovelc.804N>Tp.Gln268Hisp.Q268Hprotein_codingtolerated(0.07)benign(0.125)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
IQSEC1SNVMissense_Mutationnovelc.1843N>Cp.Glu615Glnp.E615Qprotein_codingtolerated(0.06)benign(0.426)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
IQSEC1insertionIn_Frame_Insnovelc.2193_2194insAATp.Val731_Leu732insAsnp.V731_L732insNprotein_codingTCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
IQSEC1insertionFrame_Shift_Insnovelc.2192_2193insTCAAATCCTTTATGAAGAACTCCTGACCTTGAGCp.Leu732GlnfsTer27p.L732Qfs*27protein_codingTCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
IQSEC1deletionFrame_Shift_Delnovelc.3300delNp.Thr1101ProfsTer19p.T1101Pfs*19protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IQSEC1deletionFrame_Shift_Delnovelc.2583delNp.Glu861AspfsTer28p.E861Dfs*28protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IQSEC1SNVMissense_Mutationc.62N>Tp.Ser21Phep.S21Fprotein_codingtolerated_low_confidence(0.2)possibly_damaging(0.862)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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