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: AZI2

Gene summary for AZI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AZI2

Gene ID

64343

Gene name5-azacytidine induced 2
Gene AliasAZ2
Cytomap3p24.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9H6S1


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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
64343AZI2LZE4THumanEsophagusESCC1.35e-112.81e-010.0811
64343AZI2LZE8THumanEsophagusESCC2.35e-035.14e-020.067
64343AZI2LZE24THumanEsophagusESCC3.71e-104.31e-010.0596
64343AZI2LZE6THumanEsophagusESCC9.02e-051.76e-010.0845
64343AZI2P2T-EHumanEsophagusESCC1.87e-293.56e-010.1177
64343AZI2P4T-EHumanEsophagusESCC4.32e-246.19e-010.1323
64343AZI2P5T-EHumanEsophagusESCC1.06e-101.30e-010.1327
64343AZI2P8T-EHumanEsophagusESCC4.75e-121.54e-010.0889
64343AZI2P9T-EHumanEsophagusESCC9.30e-133.49e-010.1131
64343AZI2P10T-EHumanEsophagusESCC4.48e-203.51e-010.116
64343AZI2P11T-EHumanEsophagusESCC2.67e-053.58e-010.1426
64343AZI2P12T-EHumanEsophagusESCC2.07e-041.84e-010.1122
64343AZI2P15T-EHumanEsophagusESCC2.60e-123.02e-010.1149
64343AZI2P16T-EHumanEsophagusESCC3.89e-174.16e-010.1153
64343AZI2P17T-EHumanEsophagusESCC5.77e-111.66e-010.1278
64343AZI2P19T-EHumanEsophagusESCC1.97e-064.56e-010.1662
64343AZI2P20T-EHumanEsophagusESCC3.16e-225.85e-010.1124
64343AZI2P21T-EHumanEsophagusESCC1.05e-214.63e-010.1617
64343AZI2P22T-EHumanEsophagusESCC1.61e-182.39e-010.1236
64343AZI2P23T-EHumanEsophagusESCC3.48e-173.34e-010.108
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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:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
GO:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
GO:000724925SkincSCCI-kappaB kinase/NF-kappaB signaling116/4864281/187231.33e-084.08e-07116
GO:000724926ThyroidPTCI-kappaB kinase/NF-kappaB signaling130/5968281/187232.78e-074.80e-06130
GO:0007249111ThyroidATCI-kappaB kinase/NF-kappaB signaling135/6293281/187233.31e-074.91e-06135
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04622Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
hsa046221Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
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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
AZI2SNVMissense_Mutationc.1060C>Tp.Pro354Serp.P354SQ9H6S1protein_codingdeleterious(0.05)probably_damaging(0.999)TCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AZI2SNVMissense_Mutationc.144N>Gp.Ile48Metp.I48MQ9H6S1protein_codingdeleterious(0)possibly_damaging(0.68)TCGA-D8-A27L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cuclophosphamideSD
AZI2insertionNonsense_Mutationnovelc.714_715insTATATGAAGTAGCTGTGp.Val239TyrfsTer4p.V239Yfs*4Q9H6S1protein_codingTCGA-A1-A0SM-01Breastbreast invasive carcinomaMale>=65I/IIUnknownUnknownSD
AZI2deletionFrame_Shift_Delc.171delNp.Glu58ArgfsTer5p.E58Rfs*5Q9H6S1protein_codingTCGA-GM-A2DF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
AZI2SNVMissense_Mutationnovelc.50C>Tp.Ala17Valp.A17VQ9H6S1protein_codingdeleterious(0.02)benign(0.412)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AZI2SNVMissense_Mutationnovelc.107N>Tp.Ala36Valp.A36VQ9H6S1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AZI2SNVMissense_Mutationrs201211825c.553N>Ap.Asp185Asnp.D185NQ9H6S1protein_codingtolerated(1)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AZI2SNVMissense_Mutationc.235G>Ap.Glu79Lysp.E79KQ9H6S1protein_codingdeleterious(0.01)benign(0.042)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
AZI2SNVMissense_Mutationc.194N>Tp.Arg65Ilep.R65IQ9H6S1protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AZI2SNVMissense_Mutationc.832N>Gp.Phe278Valp.F278VQ9H6S1protein_codingtolerated(0.5)benign(0.022)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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