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: AIP

Gene summary for AIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AIP

Gene ID

9049

Gene namearyl hydrocarbon receptor interacting protein
Gene AliasARA9
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000413

UniProtAcc

O00170


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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
9049AIPLZE2THumanEsophagusESCC7.16e-033.44e-010.082
9049AIPLZE4THumanEsophagusESCC5.21e-134.56e-010.0811
9049AIPLZE7THumanEsophagusESCC3.52e-126.40e-010.0667
9049AIPLZE8THumanEsophagusESCC1.44e-093.03e-010.067
9049AIPLZE20THumanEsophagusESCC8.87e-125.75e-010.0662
9049AIPLZE22D1HumanEsophagusHGIN5.76e-051.16e-010.0595
9049AIPLZE22THumanEsophagusESCC1.07e-026.36e-010.068
9049AIPLZE24THumanEsophagusESCC9.48e-257.38e-010.0596
9049AIPLZE21THumanEsophagusESCC2.31e-022.23e-010.0655
9049AIPLZE6THumanEsophagusESCC3.11e-115.41e-010.0845
9049AIPP1T-EHumanEsophagusESCC2.44e-086.42e-010.0875
9049AIPP2T-EHumanEsophagusESCC3.84e-345.80e-010.1177
9049AIPP4T-EHumanEsophagusESCC1.14e-511.28e+000.1323
9049AIPP5T-EHumanEsophagusESCC2.70e-521.01e+000.1327
9049AIPP8T-EHumanEsophagusESCC4.31e-691.17e+000.0889
9049AIPP9T-EHumanEsophagusESCC1.19e-296.04e-010.1131
9049AIPP10T-EHumanEsophagusESCC2.84e-305.74e-010.116
9049AIPP11T-EHumanEsophagusESCC2.80e-209.70e-010.1426
9049AIPP12T-EHumanEsophagusESCC1.62e-447.04e-010.1122
9049AIPP15T-EHumanEsophagusESCC4.79e-401.19e+000.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:004348811LiverCirrhoticregulation of mRNA stability69/4634158/187231.44e-073.87e-0669
GO:004348711LiverCirrhoticregulation of RNA stability73/4634170/187231.44e-073.87e-0673
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:004873212LiverCirrhoticgland development154/4634436/187234.03e-079.42e-06154
GO:003133012LiverCirrhoticnegative regulation of cellular catabolic process101/4634262/187234.57e-071.05e-05101
GO:006101311LiverCirrhoticregulation of mRNA catabolic process70/4634166/187235.91e-071.30e-0570
GO:004593612LiverCirrhoticnegative regulation of phosphate metabolic process154/4634441/187238.78e-071.83e-05154
GO:001056312LiverCirrhoticnegative regulation of phosphorus metabolic process154/4634442/187231.02e-062.11e-05154
GO:00703012LiverCirrhoticcellular response to hydrogen peroxide46/463498/187231.49e-062.93e-0546
GO:00070292LiverCirrhoticendoplasmic reticulum organization42/463487/187231.67e-063.22e-0542
GO:00431225LiverCirrhoticregulation of I-kappaB kinase/NF-kappaB signaling95/4634249/187231.68e-063.22e-0595
GO:006104112LiverCirrhoticregulation of wound healing58/4634134/187231.95e-063.65e-0558
GO:004232612LiverCirrhoticnegative regulation of phosphorylation135/4634385/187233.17e-065.58e-05135
GO:00106397LiverCirrhoticnegative regulation of organelle organization124/4634348/187233.20e-065.60e-05124
GO:000020911LiverCirrhoticprotein polyubiquitination89/4634236/187236.09e-069.80e-0589
GO:00086256LiverCirrhoticextrinsic apoptotic signaling pathway via death domain receptors39/463482/187236.14e-069.82e-0539
GO:003424911LiverCirrhoticnegative regulation of cellular amide metabolic process100/4634273/187237.34e-061.13e-04100
GO:20012377LiverCirrhoticnegative regulation of extrinsic apoptotic signaling pathway44/463497/187237.61e-061.15e-0444
GO:190303412LiverCirrhoticregulation of response to wounding67/4634167/187237.99e-061.21e-0467
GO:00073463LiverCirrhoticregulation of mitotic cell cycle154/4634457/187238.73e-061.29e-04154
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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
AIPSNVMissense_Mutationrs574205552c.133G>Ap.Asp45Asnp.D45NO00170protein_codingtolerated(0.47)benign(0)TCGA-C8-A12O-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AIPSNVMissense_Mutationc.52N>Cp.Ile18Leup.I18LO00170protein_codingtolerated(1)benign(0.001)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AIPSNVMissense_Mutationrs4930199c.920G>Ap.Arg307Glnp.R307QO00170protein_codingtolerated(0.22)benign(0.022)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AIPSNVMissense_Mutationnovelc.190N>Gp.Ile64Valp.I64VO00170protein_codingtolerated(0.57)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
AIPSNVMissense_Mutationc.504N>Tp.Trp168Cysp.W168CO00170protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AIPSNVMissense_Mutationrs752553438c.160N>Tp.Arg54Trpp.R54WO00170protein_codingdeleterious(0)probably_damaging(0.951)TCGA-B5-A11U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
AIPSNVMissense_Mutationnovelc.138N>Tp.Glu46Aspp.E46DO00170protein_codingtolerated(0.15)benign(0.011)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
AIPSNVMissense_Mutationnovelc.336N>Tp.Lys112Asnp.K112NO00170protein_codingdeleterious(0)benign(0.107)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
AIPSNVMissense_Mutationnovelc.505G>Ap.Ala169Thrp.A169TO00170protein_codingtolerated(0.32)probably_damaging(0.947)TCGA-EO-A22S-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AIPSNVMissense_Mutationnovelc.474G>Cp.Glu158Aspp.E158DO00170protein_codingtolerated(0.17)benign(0.249)TCGA-CN-4730-01Oral cavityhead & neck 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
9049AIPDRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTORTCDD10986286
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