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:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012429BreastPrecancerregulation of intrinsic apoptotic signaling pathway41/1080164/187236.48e-162.31e-1341
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:20001169BreastPrecancerregulation of cysteine-type endopeptidase activity43/1080235/187231.30e-111.83e-0943
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00432819BreastPrecancerregulation of cysteine-type endopeptidase activity involved in apoptotic process40/1080209/187231.59e-112.07e-0940
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:20012445BreastPrecancerpositive regulation of intrinsic apoptotic signaling pathway17/108058/187231.59e-081.12e-0617
GO:00109529BreastPrecancerpositive regulation of peptidase activity33/1080197/187233.01e-081.89e-0633
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00518816BreastPrecancerregulation of mitochondrial membrane potential18/108074/187231.45e-077.82e-0618
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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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