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: AZGP1

Gene summary for AZGP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AZGP1

Gene ID

563

Gene namealpha-2-glycoprotein 1, zinc-binding
Gene AliasZA2G
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0001580

UniProtAcc

A0A140VK00


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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
563AZGP1GSM4909277HumanBreastPrecancer2.84e-07-1.29e+000.0177
563AZGP1GSM4909280HumanBreastPrecancer1.53e-02-7.10e-010.0305
563AZGP1GSM4909281HumanBreastIDC2.98e-39-9.65e-010.21
563AZGP1GSM4909282HumanBreastIDC9.03e-59-1.25e+00-0.0288
563AZGP1GSM4909285HumanBreastIDC6.66e-38-6.86e-010.21
563AZGP1GSM4909286HumanBreastIDC6.67e-43-9.92e-010.1081
563AZGP1GSM4909287HumanBreastIDC9.83e-35-9.57e-010.2057
563AZGP1GSM4909288HumanBreastIDC2.97e-02-3.52e-010.0988
563AZGP1GSM4909289HumanBreastIDC8.18e-03-5.21e-010.1064
563AZGP1GSM4909290HumanBreastIDC1.24e-09-4.62e-010.2096
563AZGP1GSM4909291HumanBreastIDC4.22e-59-1.49e+000.1753
563AZGP1GSM4909292HumanBreastIDC3.67e-03-7.74e-010.1236
563AZGP1GSM4909293HumanBreastIDC1.06e-072.00e-010.1581
563AZGP1GSM4909294HumanBreastIDC2.64e-26-8.63e-010.2022
563AZGP1GSM4909296HumanBreastIDC1.82e-103.27e-010.1524
563AZGP1GSM4909297HumanBreastIDC6.05e-04-2.26e-010.1517
563AZGP1GSM4909298HumanBreastIDC1.46e-09-1.38e-010.1551
563AZGP1GSM4909301HumanBreastIDC1.22e-04-2.21e-010.1577
563AZGP1GSM4909303HumanBreastIDC2.16e-033.82e-010.0438
563AZGP1GSM4909304HumanBreastIDC1.29e-04-1.42e-010.1636
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
∗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:00024839BreastPrecancerantigen processing and presentation of endogenous peptide antigen8/108019/187235.10e-061.53e-048
GO:00198839BreastPrecancerantigen processing and presentation of endogenous antigen9/108026/187238.75e-062.34e-049
GO:00027117BreastPrecancerpositive regulation of T cell mediated immunity12/108056/187236.72e-051.35e-0312
GO:00019168BreastPrecancerpositive regulation of T cell mediated cytotoxicity8/108029/187231.73e-042.83e-038
GO:00480029BreastPrecancerantigen processing and presentation of peptide antigen12/108062/187231.89e-043.04e-0312
GO:00198859BreastPrecancerantigen processing and presentation of endogenous peptide antigen via MHC class I6/108017/187232.59e-043.83e-036
GO:00024749BreastPrecancerantigen processing and presentation of peptide antigen via MHC class I7/108028/187238.46e-049.82e-037
GO:00027094BreastPrecancerregulation of T cell mediated immunity13/108085/187231.12e-031.23e-0213
GO:00019146BreastPrecancerregulation of T cell mediated cytotoxicity8/108039/187231.48e-031.53e-028
GO:00019134BreastPrecancerT cell mediated cytotoxicity9/108049/187231.74e-031.74e-029
GO:00018956BreastPrecancerretina homeostasis12/108079/187231.82e-031.79e-0212
GO:00718064BreastPrecancerprotein transmembrane transport10/108059/187231.86e-031.81e-0210
GO:00018948BreastPrecancertissue homeostasis27/1080268/187233.49e-032.90e-0227
GO:00024563BreastPrecancerT cell mediated immunity14/1080109/187233.97e-033.15e-0214
GO:0002821BreastPrecancerpositive regulation of adaptive immune response14/1080112/187235.08e-033.82e-0214
GO:004800213BreastIDCantigen processing and presentation of peptide antigen18/143462/187235.28e-072.59e-0518
GO:000248314BreastIDCantigen processing and presentation of endogenous peptide antigen9/143419/187234.03e-061.43e-049
GO:001988313BreastIDCantigen processing and presentation of endogenous antigen10/143426/187231.14e-053.08e-0410
GO:00198829BreastIDCantigen processing and presentation20/1434106/187231.41e-042.49e-0320
GO:001988513BreastIDCantigen processing and presentation of endogenous peptide antigen via MHC class I7/143417/187231.49e-042.61e-037
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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
AZGP1SNVMissense_Mutationc.533N>Tp.Ala178Valp.A178VP25311protein_codingtolerated(0.1)probably_damaging(0.968)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
AZGP1SNVMissense_Mutationnovelc.548A>Gp.Glu183Glyp.E183GP25311protein_codingdeleterious(0)probably_damaging(0.966)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
AZGP1SNVMissense_Mutationc.397G>Cp.Ala133Prop.A133PP25311protein_codingdeleterious(0.01)benign(0.391)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AZGP1SNVMissense_Mutationc.164N>Gp.Asp55Glyp.D55GP25311protein_codingtolerated(0.11)benign(0.167)TCGA-AG-A032-01Colorectumrectum adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabPD
AZGP1SNVMissense_Mutationc.386N>Ap.Arg129Lysp.R129KP25311protein_codingtolerated(0.48)benign(0.005)TCGA-EI-6508-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
AZGP1SNVMissense_Mutationc.779G>Ap.Gly260Aspp.G260DP25311protein_codingdeleterious(0.01)probably_damaging(0.949)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AZGP1SNVMissense_Mutationrs758931128c.730G>Ap.Glu244Lysp.E244KP25311protein_codingtolerated(0.55)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AZGP1SNVMissense_Mutationnovelc.854G>Tp.Ser285Ilep.S285IP25311protein_codingdeleterious(0.01)possibly_damaging(0.778)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AZGP1SNVMissense_Mutationc.757G>Tp.Asp253Tyrp.D253YP25311protein_codingdeleterious(0.02)benign(0.397)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AZGP1SNVMissense_Mutationrs377632165c.337N>Ap.Gly113Argp.G113RP25311protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AP-A0LT-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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