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: AIM2

Gene summary for AIM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AIM2

Gene ID

9447

Gene nameabsent in melanoma 2
Gene AliasPYHIN4
Cytomap1q23.1-q23.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

O14862


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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
9447AIM2CCI_2HumanCervixCC4.35e-097.12e-010.5249
9447AIM2CCI_3HumanCervixCC5.69e-033.17e-010.516
9447AIM2TumorHumanCervixCC5.01e-335.87e-010.1241
9447AIM2sample1HumanCervixCC3.87e-032.52e-010.0959
9447AIM2sample3HumanCervixCC1.51e-275.47e-010.1387
9447AIM2T1HumanCervixCC3.38e-052.35e-010.0918
9447AIM2T3HumanCervixCC2.57e-284.86e-010.1389
9447AIM2LZE8THumanEsophagusESCC4.02e-052.63e-010.067
9447AIM2LZE6THumanEsophagusESCC1.62e-021.53e-010.0845
9447AIM2P2T-EHumanEsophagusESCC4.71e-045.50e-020.1177
9447AIM2P5T-EHumanEsophagusESCC5.49e-163.43e-010.1327
9447AIM2P8T-EHumanEsophagusESCC2.11e-071.81e-010.0889
9447AIM2P11T-EHumanEsophagusESCC4.80e-156.93e-010.1426
9447AIM2P17T-EHumanEsophagusESCC1.29e-087.23e-010.1278
9447AIM2P20T-EHumanEsophagusESCC3.20e-075.15e-010.1124
9447AIM2P22T-EHumanEsophagusESCC1.96e-027.37e-020.1236
9447AIM2P23T-EHumanEsophagusESCC5.52e-071.90e-010.108
9447AIM2P24T-EHumanEsophagusESCC3.97e-186.37e-010.1287
9447AIM2P31T-EHumanEsophagusESCC1.07e-123.03e-010.1251
9447AIM2P32T-EHumanEsophagusESCC4.29e-175.11e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
∗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:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:001095210CervixCCpositive regulation of peptidase activity54/2311197/187238.06e-096.99e-0754
GO:200011610CervixCCregulation of cysteine-type endopeptidase activity61/2311235/187238.69e-097.22e-0761
GO:001095010CervixCCpositive regulation of endopeptidase activity48/2311179/187231.12e-075.71e-0648
GO:00018197CervixCCpositive regulation of cytokine production95/2311467/187234.88e-071.85e-0595
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:20010569CervixCCpositive regulation of cysteine-type endopeptidase activity38/2311148/187236.94e-061.65e-0438
GO:00313494CervixCCpositive regulation of defense response60/2311278/187239.38e-062.11e-0460
GO:00346129CervixCCresponse to tumor necrosis factor55/2311253/187231.75e-053.32e-0455
GO:00713569CervixCCcellular response to tumor necrosis factor51/2311229/187231.75e-053.32e-0451
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:00022533CervixCCactivation of immune response72/2311375/187238.26e-051.11e-0372
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:00022183CervixCCactivation of innate immune response16/231152/187233.61e-043.75e-0316
GO:00510915CervixCCpositive regulation of DNA-binding transcription factor activity51/2311260/187235.05e-044.92e-0351
GO:00450882CervixCCregulation of innate immune response44/2311218/187236.40e-045.97e-0344
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa046234EsophagusESCCCytosolic DNA-sensing pathway49/420575/84654.35e-031.12e-025.74e-0349
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0462311EsophagusESCCCytosolic DNA-sensing pathway49/420575/84654.35e-031.12e-025.74e-0349
hsa04623Oral cavityOSCCCytosolic DNA-sensing pathway44/370475/84656.44e-031.51e-027.68e-0344
hsa046231Oral cavityOSCCCytosolic DNA-sensing pathway44/370475/84656.44e-031.51e-027.68e-0344
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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
AIM2SNVMissense_Mutationnovelc.1016N>Tp.Ala339Valp.A339VO14862protein_codingtolerated(0.16)benign(0.003)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AIM2SNVMissense_Mutationc.128C>Tp.Ala43Valp.A43VO14862protein_codingtolerated(0.32)possibly_damaging(0.748)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
AIM2SNVMissense_Mutationc.545C>Ap.Ala182Aspp.A182DO14862protein_codingdeleterious(0)probably_damaging(0.987)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AIM2SNVMissense_Mutationrs770998267c.199N>Gp.Arg67Glyp.R67GO14862protein_codingtolerated(0.45)benign(0.007)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AIM2insertionIn_Frame_Insnovelc.337_338insGGCCCCTTACTGGCCCAAGCTCCAp.Ala113delinsGlyProLeuThrGlyProSerSerThrp.A113delinsGPLTGPSSTO14862protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
AIM2insertionFrame_Shift_Insnovelc.819_820insGCCAGTCCCACCACGTCp.Thr274AlafsTer17p.T274Afs*17O14862protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
AIM2insertionFrame_Shift_Insnovelc.817_818insACACATTTCCCp.Val273AspfsTer5p.V273Dfs*5O14862protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
AIM2SNVMissense_Mutationnovelc.742G>Ap.Glu248Lysp.E248KO14862protein_codingtolerated(0.13)possibly_damaging(0.806)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AIM2SNVMissense_Mutationrs145779112c.932G>Ap.Arg311Glnp.R311QO14862protein_codingtolerated(0.11)benign(0.174)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
AIM2SNVMissense_Mutationnovelc.435C>Gp.Ile145Metp.I145MO14862protein_codingtolerated(0.13)possibly_damaging(0.503)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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