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: IPCEF1

Gene summary for IPCEF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IPCEF1

Gene ID

26034

Gene nameinteraction protein for cytohesin exchange factors 1
Gene AliasPIP3-E
Cytomap6q25.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8WWN9


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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
26034IPCEF1RNA-P3T-P3T-4HumanLungIAC1.67e-022.86e-010.1859
26034IPCEF1RNA-P6T2-P6T2-1HumanLungIAC1.57e-196.42e-01-0.0166
26034IPCEF1RNA-P6T2-P6T2-2HumanLungIAC3.46e-175.60e-01-0.0132
26034IPCEF1RNA-P6T2-P6T2-3HumanLungIAC2.03e-216.45e-01-0.013
26034IPCEF1RNA-P6T2-P6T2-4HumanLungIAC5.08e-196.15e-01-0.0121
26034IPCEF1RNA-P7T1-P7T1-1HumanLungAIS1.98e-078.24e-01-0.0961
26034IPCEF1RNA-P7T1-P7T1-2HumanLungAIS8.10e-129.54e-01-0.0876
26034IPCEF1RNA-P7T1-P7T1-3HumanLungAIS7.13e-109.49e-01-0.0822
26034IPCEF1RNA-P7T1-P7T1-4HumanLungAIS6.36e-108.72e-01-0.0809
26034IPCEF1PTCwithHT_6HumanThyroidHT1.15e-03-2.88e-010.02
26034IPCEF1male-WTAHumanThyroidPTC1.84e-02-1.54e-010.1037
26034IPCEF1PTC06HumanThyroidPTC2.99e-03-2.34e-010.2057
26034IPCEF1PTC07HumanThyroidPTC6.08e-07-2.07e-010.2044
26034IPCEF1ATC13HumanThyroidATC1.09e-02-2.84e-010.34
26034IPCEF1ATC4HumanThyroidATC2.36e-04-2.91e-010.34
26034IPCEF1ATC5HumanThyroidATC4.15e-03-2.83e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00069798LungIACresponse to oxidative stress82/2061446/187231.99e-069.18e-0582
GO:000697913LungAISresponse to oxidative stress75/1849446/187232.97e-061.60e-0475
GO:000697930ThyroidHTresponse to oxidative stress81/1272446/187232.53e-161.17e-1381
GO:000963627ThyroidHTresponse to toxic substance50/1272262/187232.25e-113.75e-0950
GO:199074827ThyroidHTcellular detoxification31/1272116/187232.29e-113.75e-0931
GO:009875420ThyroidHTdetoxification36/1272152/187232.63e-114.07e-0936
GO:009723727ThyroidHTcellular response to toxic substance32/1272124/187233.00e-114.51e-0932
GO:009886926ThyroidHTcellular oxidant detoxification26/1272101/187232.23e-092.26e-0726
GO:0006979113ThyroidPTCresponse to oxidative stress234/5968446/187236.97e-209.77e-18234
GO:0009636111ThyroidPTCresponse to toxic substance115/5968262/187232.70e-052.63e-04115
GO:1990748112ThyroidPTCcellular detoxification56/5968116/187231.63e-041.26e-0356
GO:0097237112ThyroidPTCcellular response to toxic substance59/5968124/187231.83e-041.39e-0359
GO:0098869111ThyroidPTCcellular oxidant detoxification49/5968101/187233.52e-042.41e-0349
GO:0098754110ThyroidPTCdetoxification63/5968152/187237.92e-033.34e-0263
GO:000697934ThyroidATCresponse to oxidative stress246/6293446/187232.98e-216.09e-19246
GO:000963634ThyroidATCresponse to toxic substance119/6293262/187234.30e-053.48e-04119
GO:199074833ThyroidATCcellular detoxification58/6293116/187231.88e-041.26e-0358
GO:009723733ThyroidATCcellular response to toxic substance61/6293124/187232.31e-041.49e-0361
GO:009886932ThyroidATCcellular oxidant detoxification51/6293101/187233.29e-042.05e-0351
GO:009875433ThyroidATCdetoxification66/6293152/187237.23e-032.85e-0266
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
IPCEF1SNVMissense_Mutationnovelc.1028N>Ap.Ser343Tyrp.S343YQ8WWN9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IPCEF1SNVMissense_Mutationc.1128N>Cp.Met376Ilep.M376IQ8WWN9protein_codingtolerated(0.71)benign(0.19)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
IPCEF1SNVMissense_Mutationc.959N>Tp.Ser320Leup.S320LQ8WWN9protein_codingdeleterious(0.01)probably_damaging(0.973)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IPCEF1SNVMissense_Mutationnovelc.1020N>Cp.Leu340Phep.L340FQ8WWN9protein_codingtolerated(0.63)possibly_damaging(0.526)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
IPCEF1SNVMissense_Mutationrs765725199c.268N>Tp.Val90Phep.V90FQ8WWN9protein_codingdeleterious(0)possibly_damaging(0.848)TCGA-A6-6650-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IPCEF1SNVMissense_Mutationrs574240330c.218N>Tp.Ser73Leup.S73LQ8WWN9protein_codingdeleterious(0)possibly_damaging(0.651)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IPCEF1SNVMissense_Mutationc.203N>Cp.Val68Alap.V68AQ8WWN9protein_codingtolerated(0.16)possibly_damaging(0.597)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IPCEF1SNVMissense_Mutationrs368673715c.413N>Tp.Ser138Leup.S138LQ8WWN9protein_codingtolerated(1)benign(0)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IPCEF1SNVMissense_Mutationnovelc.676N>Ap.Val226Ilep.V226IQ8WWN9protein_codingtolerated(0.17)benign(0.037)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IPCEF1SNVMissense_Mutationnovelc.256N>Ap.Ala86Thrp.A86TQ8WWN9protein_codingdeleterious(0.02)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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