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: OAZ1

Gene summary for OAZ1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OAZ1

Gene ID

4946

Gene nameornithine decarboxylase antizyme 1
Gene AliasAZ1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006576

UniProtAcc

J3QQY4


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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
4946OAZ1CA_HPV_1HumanCervixCC3.55e-071.32e-010.0264
4946OAZ1CA_HPV_3HumanCervixCC1.36e-044.16e-020.0414
4946OAZ1CCI_1HumanCervixCC4.85e-41-1.51e+000.528
4946OAZ1CCI_2HumanCervixCC1.76e-38-1.51e+000.5249
4946OAZ1CCI_3HumanCervixCC4.02e-51-1.51e+000.516
4946OAZ1CCII_1HumanCervixCC5.82e-66-1.51e+000.3249
4946OAZ1sample3HumanCervixCC7.40e-053.03e-020.1387
4946OAZ1H2HumanCervixHSIL_HPV2.44e-16-4.49e-010.0632
4946OAZ1L1HumanCervixCC5.92e-06-2.16e-030.0802
4946OAZ1T3HumanCervixCC3.37e-051.97e-020.1389
4946OAZ1HTA11_3410_2000001011HumanColorectumAD2.28e-751.14e+000.0155
4946OAZ1HTA11_2487_2000001011HumanColorectumSER1.74e-772.12e+00-0.1808
4946OAZ1HTA11_2951_2000001011HumanColorectumAD1.92e-311.39e+000.0216
4946OAZ1HTA11_1938_2000001011HumanColorectumAD4.91e-651.90e+00-0.0811
4946OAZ1HTA11_78_2000001011HumanColorectumAD2.98e-631.41e+00-0.1088
4946OAZ1HTA11_347_2000001011HumanColorectumAD1.79e-1111.89e+00-0.1954
4946OAZ1HTA11_411_2000001011HumanColorectumSER2.57e-382.68e+00-0.2602
4946OAZ1HTA11_2112_2000001011HumanColorectumSER2.93e-372.15e+00-0.2196
4946OAZ1HTA11_3361_2000001011HumanColorectumAD6.75e-641.73e+00-0.1207
4946OAZ1HTA11_83_2000001011HumanColorectumSER3.72e-621.77e+00-0.1526
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:003238820EsophagusHGINpositive regulation of intracellular transport51/2587202/187231.00e-052.92e-0451
GO:009031616EsophagusHGINpositive regulation of intracellular protein transport42/2587160/187232.18e-055.78e-0442
GO:005122220EsophagusHGINpositive regulation of protein transport67/2587303/187235.13e-051.22e-0367
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:009031617EsophagusESCCpositive regulation of intracellular protein transport122/8552160/187232.45e-151.49e-13122
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:00098967LiverNAFLDpositive regulation of catabolic process108/1882492/187232.68e-153.14e-12108
GO:00421767LiverNAFLDregulation of protein catabolic process83/1882391/187232.94e-111.01e-0883
GO:00457327LiverNAFLDpositive regulation of protein catabolic process48/1882231/187238.22e-074.45e-0548
GO:00512227LiverNAFLDpositive regulation of protein transport55/1882303/187231.07e-053.35e-0455
GO:19049517LiverNAFLDpositive regulation of establishment of protein localization55/1882319/187234.79e-051.14e-0355
GO:00903166LiverNAFLDpositive regulation of intracellular protein transport29/1882160/187231.24e-031.41e-0229
GO:00331576LiverNAFLDregulation of intracellular protein transport37/1882229/187232.55e-032.36e-0237
GO:00323866LiverNAFLDregulation of intracellular transport49/1882337/187235.34e-034.11e-0249
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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
OAZ1SNVMissense_Mutationnovelc.663N>Cp.Glu221Aspp.E221DP54368protein_codingtolerated(1)benign(0)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OAZ1SNVMissense_Mutationnovelc.233N>Tp.Pro78Leup.P78LP54368protein_codingdeleterious(0)possibly_damaging(0.659)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OAZ1SNVMissense_Mutationrs772512082c.423N>Gp.Ile141Metp.I141MP54368protein_codingdeleterious(0)possibly_damaging(0.892)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OAZ1SNVMissense_Mutationc.76N>Ap.Ala26Thrp.A26TP54368protein_codingtolerated_low_confidence(0.41)benign(0)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
OAZ1SNVMissense_Mutationc.122N>Ap.Ser41Asnp.S41NP54368protein_codingdeleterious(0.04)benign(0.079)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
OAZ1SNVMissense_Mutationrs763840090c.52G>Cp.Glu18Glnp.E18QP54368protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DC-4749-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
OAZ1SNVMissense_Mutationnovelc.74G>Tp.Ser25Ilep.S25IP54368protein_codingtolerated(0.22)benign(0.074)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
OAZ1SNVMissense_Mutationnovelc.599C>Ap.Pro200Glnp.P200QP54368protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
OAZ1SNVMissense_Mutationnovelc.200G>Tp.Cys67Phep.C67FP54368protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
OAZ1SNVMissense_Mutationnovelc.455N>Ap.Ser152Asnp.S152NP54368protein_codingtolerated(0.15)possibly_damaging(0.446)TCGA-BG-A221-01Endometriumuterine 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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