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: AIG1

Gene summary for AIG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AIG1

Gene ID

51390

Gene nameandrogen induced 1
Gene AliasAIG-1
Cytomap6q24.2
Gene Typeprotein-coding
GO ID

GO:0001676

UniProtAcc

Q9NVV5


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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
51390AIG1LZE2THumanEsophagusESCC1.80e-045.42e-010.082
51390AIG1LZE4THumanEsophagusESCC9.03e-226.47e-010.0811
51390AIG1LZE5THumanEsophagusESCC8.59e-047.07e-010.0514
51390AIG1LZE7THumanEsophagusESCC6.88e-185.23e-010.0667
51390AIG1LZE8THumanEsophagusESCC3.96e-094.15e-010.067
51390AIG1LZE20THumanEsophagusESCC2.78e-022.22e-010.0662
51390AIG1LZE22THumanEsophagusESCC3.87e-064.28e-010.068
51390AIG1LZE24THumanEsophagusESCC1.93e-246.87e-010.0596
51390AIG1LZE21THumanEsophagusESCC7.28e-095.82e-010.0655
51390AIG1LZE6THumanEsophagusESCC2.09e-108.44e-010.0845
51390AIG1P1T-EHumanEsophagusESCC1.15e-075.04e-010.0875
51390AIG1P2T-EHumanEsophagusESCC1.83e-243.68e-010.1177
51390AIG1P4T-EHumanEsophagusESCC4.13e-531.06e+000.1323
51390AIG1P5T-EHumanEsophagusESCC1.31e-509.18e-010.1327
51390AIG1P8T-EHumanEsophagusESCC5.29e-478.78e-010.0889
51390AIG1P9T-EHumanEsophagusESCC1.68e-205.36e-010.1131
51390AIG1P10T-EHumanEsophagusESCC3.74e-234.48e-010.116
51390AIG1P11T-EHumanEsophagusESCC1.44e-158.01e-010.1426
51390AIG1P12T-EHumanEsophagusESCC2.66e-265.49e-010.1122
51390AIG1P15T-EHumanEsophagusESCC3.70e-408.04e-010.1149
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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
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
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:00090628EsophagusESCCfatty acid catabolic process66/8552100/187233.21e-052.66e-0466
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00723297EsophagusESCCmonocarboxylic acid catabolic process74/8552122/187236.03e-043.27e-0374
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00066316LiverNAFLDfatty acid metabolic process92/1882390/187233.38e-153.29e-1292
GO:00723295LiverNAFLDmonocarboxylic acid catabolic process39/1882122/187232.40e-118.77e-0939
GO:00090626LiverNAFLDfatty acid catabolic process34/1882100/187236.81e-111.99e-0834
GO:00442425LiverNAFLDcellular lipid catabolic process52/1882214/187231.15e-092.17e-0752
GO:00160426LiverNAFLDlipid catabolic process63/1882320/187231.35e-071.02e-0563
GO:00016763LiverNAFLDlong-chain fatty acid metabolic process23/1882112/187236.73e-048.66e-0323
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:001605411LiverCirrhoticorganic acid catabolic process104/4634240/187231.91e-109.53e-09104
GO:004639511LiverCirrhoticcarboxylic acid catabolic process102/4634236/187233.41e-101.63e-08102
GO:007232911LiverCirrhoticmonocarboxylic acid catabolic process56/4634122/187232.87e-077.01e-0656
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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
AIG1SNVMissense_Mutationnovelc.115N>Ap.Trp39Argp.W39RQ9NVV5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
AIG1SNVMissense_Mutationnovelc.125T>Gp.Leu42Argp.L42RQ9NVV5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
AIG1SNVMissense_Mutationc.178N>Gp.Thr60Alap.T60AQ9NVV5protein_codingtolerated(0.58)benign(0.053)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
AIG1SNVMissense_Mutationrs549007002c.203N>Ap.Arg68Glnp.R68QQ9NVV5protein_codingtolerated(0.24)benign(0.039)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AIG1SNVMissense_Mutationnovelc.342N>Tp.Glu114Aspp.E114DQ9NVV5protein_codingtolerated(0.13)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AIG1SNVMissense_Mutationc.554A>Gp.Tyr185Cysp.Y185CQ9NVV5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AIG1SNVMissense_Mutationnovelc.74N>Gp.Lys25Argp.K25RQ9NVV5protein_codingtolerated(0.26)benign(0.011)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
AIG1SNVMissense_Mutationnovelc.502N>Tp.Gly168Cysp.G168CQ9NVV5protein_codingtolerated(0.17)benign(0.037)TCGA-BG-A0VW-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AIG1SNVMissense_Mutationrs201448093c.430N>Ap.Glu144Lysp.E144KQ9NVV5protein_codingdeleterious(0.03)probably_damaging(0.926)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AIG1SNVMissense_Mutationnovelc.70N>Cp.Tyr24Hisp.Y24HQ9NVV5protein_codingtolerated(0.14)possibly_damaging(0.864)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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