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: ANXA4

Gene summary for ANXA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANXA4

Gene ID

307

Gene nameannexin A4
Gene AliasANX4
Cytomap2p13.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P09525


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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
307ANXA4HTA11_2487_2000001011HumanColorectumSER6.10e-109.08e-01-0.1808
307ANXA4HTA11_1938_2000001011HumanColorectumAD4.33e-151.13e+00-0.0811
307ANXA4HTA11_78_2000001011HumanColorectumAD2.28e-137.52e-01-0.1088
307ANXA4HTA11_347_2000001011HumanColorectumAD7.08e-238.41e-01-0.1954
307ANXA4HTA11_411_2000001011HumanColorectumSER4.27e-027.42e-01-0.2602
307ANXA4HTA11_83_2000001011HumanColorectumSER1.99e-077.41e-01-0.1526
307ANXA4HTA11_696_2000001011HumanColorectumAD2.10e-065.46e-01-0.1464
307ANXA4HTA11_866_2000001011HumanColorectumAD4.21e-054.98e-01-0.1001
307ANXA4HTA11_1391_2000001011HumanColorectumAD3.05e-131.08e+00-0.059
307ANXA4HTA11_99999965104_69814HumanColorectumMSS1.09e-076.74e-010.281
307ANXA4HTA11_99999971662_82457HumanColorectumMSS2.60e-055.93e-010.3859
307ANXA4HTA11_99999974143_84620HumanColorectumMSS1.56e-065.01e-010.3005
307ANXA4A015-C-203HumanColorectumFAP1.56e-24-3.62e-01-0.1294
307ANXA4A015-C-204HumanColorectumFAP2.09e-04-1.76e-01-0.0228
307ANXA4A014-C-040HumanColorectumFAP6.69e-06-5.17e-01-0.1184
307ANXA4A002-C-201HumanColorectumFAP7.82e-11-3.35e-010.0324
307ANXA4A001-C-119HumanColorectumFAP4.45e-04-4.16e-02-0.1557
307ANXA4A001-C-108HumanColorectumFAP1.09e-11-1.98e-01-0.0272
307ANXA4A002-C-205HumanColorectumFAP3.25e-20-4.25e-01-0.1236
307ANXA4A015-C-005HumanColorectumFAP4.62e-02-1.92e-01-0.0336
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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
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
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:0007219ColorectumADNotch signaling pathway50/3918172/187236.92e-034.26e-0250
GO:0051090ColorectumMSSregulation of DNA-binding transcription factor activity106/3467440/187231.88e-031.65e-02106
GO:00072191ColorectumFAPNotch signaling pathway38/2622172/187232.56e-032.01e-0238
GO:00510901ColorectumFAPregulation of DNA-binding transcription factor activity80/2622440/187237.90e-034.67e-0280
GO:00072192ColorectumCRCNotch signaling pathway36/2078172/187231.26e-042.42e-0336
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:00320882EsophagusESCCnegative regulation of NF-kappaB transcription factor activity54/855293/187231.08e-023.67e-0254
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:00072196Oral cavityOSCCNotch signaling pathway92/7305172/187237.84e-056.08e-0492
GO:0032088Oral cavityOSCCnegative regulation of NF-kappaB transcription factor activity47/730593/187231.55e-024.99e-0247
GO:005109015Oral cavityLPregulation of DNA-binding transcription factor activity147/4623440/187232.00e-053.35e-04147
GO:0043433Oral cavityLPnegative regulation of DNA-binding transcription factor activity61/4623185/187236.68e-033.89e-0261
GO:000721913Oral cavityLPNotch signaling pathway57/4623172/187237.60e-034.18e-0257
GO:000721922SkincSCCNotch signaling pathway60/4864172/187235.82e-032.87e-0260
GO:0032677StomachCAGregulation of interleukin-8 production10/552102/187238.58e-041.28e-0210
GO:0032637StomachCAGinterleukin-8 production10/552103/187239.26e-041.37e-0210
GO:00326771StomachWIMregulation of interleukin-8 production9/426102/187235.32e-049.21e-039
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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
ANXA4SNVMissense_Mutationnovelc.205N>Ap.Asp69Asnp.D69NP09525protein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANXA4SNVMissense_Mutationc.303G>Ap.Met101Ilep.M101IP09525protein_codingtolerated(0.76)benign(0.007)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ANXA4SNVMissense_Mutationc.850N>Ap.Asp284Asnp.D284NP09525protein_codingtolerated(0.15)probably_damaging(0.924)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ANXA4SNVMissense_Mutationrs770362785c.374G>Ap.Arg125Hisp.R125HP09525protein_codingdeleterious(0.05)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ANXA4SNVMissense_Mutationnovelc.380G>Ap.Ser127Asnp.S127NP09525protein_codingtolerated(0.71)benign(0)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ANXA4SNVMissense_Mutationrs376382183c.112G>Ap.Ala38Thrp.A38TP09525protein_codingtolerated(0.23)benign(0.04)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ANXA4SNVMissense_Mutationc.680A>Cp.Lys227Thrp.K227TP09525protein_codingtolerated(0.07)possibly_damaging(0.782)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ANXA4SNVMissense_Mutationc.655N>Gp.Gln219Glup.Q219EP09525protein_codingtolerated(0.06)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ANXA4SNVMissense_Mutationc.827N>Tp.Ser276Phep.S276FP09525protein_codingdeleterious(0)probably_damaging(0.994)TCGA-CM-5864-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ANXA4SNVMissense_Mutationrs778785400c.314N>Ap.Gly105Aspp.G105DP09525protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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