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: AZIN2

Gene summary for AZIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AZIN2

Gene ID

113451

Gene nameantizyme inhibitor 2
Gene AliasADC
Cytomap1p35.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96A70


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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
113451AZIN2HTA11_2487_2000001011HumanColorectumSER8.75e-032.34e-01-0.1808
113451AZIN2HTA11_1938_2000001011HumanColorectumAD3.66e-187.41e-01-0.0811
113451AZIN2HTA11_78_2000001011HumanColorectumAD3.50e-032.33e-01-0.1088
113451AZIN2HTA11_347_2000001011HumanColorectumAD3.39e-174.84e-01-0.1954
113451AZIN2HTA11_696_2000001011HumanColorectumAD3.61e-063.79e-01-0.1464
113451AZIN2HTA11_1391_2000001011HumanColorectumAD2.58e-032.31e-01-0.059
113451AZIN2HTA11_546_2000001011HumanColorectumAD4.83e-023.09e-01-0.0842
113451AZIN2HTA11_7663_2000001011HumanColorectumSER2.86e-045.40e-010.0131
113451AZIN2HTA11_6818_2000001021HumanColorectumAD2.11e-022.76e-010.0588
113451AZIN2HTA11_99999970781_79442HumanColorectumMSS1.30e-094.93e-010.294
113451AZIN2A015-C-203HumanColorectumFAP1.35e-02-1.36e-01-0.1294
113451AZIN2A002-C-203HumanColorectumFAP1.16e-02-1.57e-010.2786
113451AZIN2A001-C-108HumanColorectumFAP1.15e-04-1.74e-01-0.0272
113451AZIN2A001-C-104HumanColorectumFAP7.27e-04-1.77e-010.0184
113451AZIN2A015-C-104HumanColorectumFAP9.56e-07-1.84e-01-0.1899
113451AZIN2A001-C-014HumanColorectumFAP3.10e-04-1.62e-010.0135
113451AZIN2A002-C-016HumanColorectumFAP2.31e-04-1.64e-010.0521
113451AZIN2A002-C-116HumanColorectumFAP8.47e-04-1.62e-01-0.0452
113451AZIN2F034HumanColorectumFAP8.01e-03-1.57e-01-0.0665
113451AZIN2F072BHumanColorectumFAP4.02e-04-1.79e-010.257
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0042177ColorectumADnegative regulation of protein catabolic process55/3918121/187231.19e-098.85e-0855
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
GO:00421771ColorectumSERnegative regulation of protein catabolic process38/2897121/187238.20e-062.76e-0438
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
GO:00421762ColorectumMSSregulation of protein catabolic process145/3467391/187232.03e-181.17e-15145
GO:00098952ColorectumMSSnegative regulation of catabolic process110/3467320/187237.88e-121.20e-09110
GO:00421772ColorectumMSSnegative regulation of protein catabolic process47/3467121/187231.28e-076.01e-0647
GO:0034764ColorectumMSSpositive regulation of transmembrane transport58/3467219/187232.19e-031.83e-0258
GO:0006596ColorectumMSSpolyamine biosynthetic process7/346714/187237.51e-034.72e-027
GO:00421764ColorectumFAPregulation of protein catabolic process106/2622391/187235.00e-123.06e-09106
GO:00098954ColorectumFAPnegative regulation of catabolic process91/2622320/187239.66e-124.96e-0991
GO:00421774ColorectumFAPnegative regulation of protein catabolic process38/2622121/187237.10e-073.32e-0538
GO:00347641ColorectumFAPpositive regulation of transmembrane transport53/2622219/187233.54e-057.75e-0453
GO:00421765ColorectumCRCregulation of protein catabolic process87/2078391/187231.30e-106.49e-0887
GO:00098955ColorectumCRCnegative regulation of catabolic process75/2078320/187232.02e-109.31e-0875
GO:00421775ColorectumCRCnegative regulation of protein catabolic process33/2078121/187236.62e-074.50e-0533
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00330ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa003301ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa003302ColorectumSERArginine and proline metabolism17/158050/84657.12e-033.77e-022.74e-0217
hsa003303ColorectumSERArginine and proline metabolism17/158050/84657.12e-033.77e-022.74e-0217
hsa003304ColorectumMSSArginine and proline metabolism23/187550/84651.52e-041.24e-037.61e-0423
hsa003305ColorectumMSSArginine and proline metabolism23/187550/84651.52e-041.24e-037.61e-0423
hsa003306ColorectumFAPArginine and proline metabolism16/140450/84655.33e-032.10e-021.27e-0216
hsa003307ColorectumFAPArginine and proline metabolism16/140450/84655.33e-032.10e-021.27e-0216
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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
AZIN2SNVMissense_Mutationrs745840314c.1316N>Ap.Arg439Glnp.R439QQ96A70protein_codingtolerated(1)benign(0.003)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AZIN2SNVMissense_Mutationc.806N>Ap.Gly269Aspp.G269DQ96A70protein_codingdeleterious(0.02)benign(0.323)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AZIN2SNVMissense_Mutationnovelc.5N>Tp.Ala2Valp.A2VQ96A70protein_codingtolerated(0.16)possibly_damaging(0.541)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AZIN2SNVMissense_Mutationnovelc.1252N>Cp.Phe418Leup.F418LQ96A70protein_codingtolerated(0.49)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AZIN2SNVMissense_Mutationrs144776558c.646G>Ap.Ala216Thrp.A216TQ96A70protein_codingdeleterious(0.02)possibly_damaging(0.703)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
AZIN2SNVMissense_Mutationrs144776558c.646N>Ap.Ala216Thrp.A216TQ96A70protein_codingdeleterious(0.02)possibly_damaging(0.703)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
AZIN2SNVMissense_Mutationnovelc.605N>Ap.Gly202Aspp.G202DQ96A70protein_codingtolerated(0.06)benign(0.046)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
AZIN2SNVMissense_Mutationrs370531808c.841N>Ap.Val281Metp.V281MQ96A70protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AZIN2SNVMissense_Mutationrs746470026c.1225N>Ap.Ala409Thrp.A409TQ96A70protein_codingdeleterious(0)possibly_damaging(0.727)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AZIN2SNVMissense_Mutationnovelc.805G>Ap.Gly269Serp.G269SQ96A70protein_codingdeleterious(0.02)possibly_damaging(0.901)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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