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: ANGPTL4

Gene summary for ANGPTL4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANGPTL4

Gene ID

51129

Gene nameangiopoietin like 4
Gene AliasARP4
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9BY76


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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
51129ANGPTL4GSM4909282HumanBreastIDC1.71e-12-3.55e-01-0.0288
51129ANGPTL4GSM4909285HumanBreastIDC3.10e-02-2.76e-010.21
51129ANGPTL4GSM4909286HumanBreastIDC3.04e-04-2.85e-010.1081
51129ANGPTL4GSM4909287HumanBreastIDC1.68e-04-2.61e-010.2057
51129ANGPTL4GSM4909290HumanBreastIDC2.99e-11-3.65e-010.2096
51129ANGPTL4GSM4909293HumanBreastIDC7.02e-15-3.56e-010.1581
51129ANGPTL4GSM4909294HumanBreastIDC1.01e-13-3.51e-010.2022
51129ANGPTL4GSM4909296HumanBreastIDC1.16e-13-3.30e-010.1524
51129ANGPTL4GSM4909297HumanBreastIDC3.41e-10-3.14e-010.1517
51129ANGPTL4GSM4909298HumanBreastIDC6.43e-07-3.11e-010.1551
51129ANGPTL4GSM4909299HumanBreastIDC4.89e-05-3.01e-010.035
51129ANGPTL4GSM4909301HumanBreastIDC2.01e-12-3.45e-010.1577
51129ANGPTL4GSM4909304HumanBreastIDC2.12e-16-3.60e-010.1636
51129ANGPTL4GSM4909306HumanBreastIDC6.80e-08-3.25e-010.1564
51129ANGPTL4GSM4909307HumanBreastIDC3.98e-14-3.57e-010.1569
51129ANGPTL4GSM4909308HumanBreastIDC3.04e-07-3.33e-010.158
51129ANGPTL4GSM4909309HumanBreastIDC4.29e-10-3.47e-010.0483
51129ANGPTL4GSM4909311HumanBreastIDC1.87e-15-3.40e-010.1534
51129ANGPTL4GSM4909312HumanBreastIDC8.59e-15-3.42e-010.1552
51129ANGPTL4GSM4909313HumanBreastIDC2.03e-05-3.06e-010.0391
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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
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
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
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:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00513468BreastPrecancernegative regulation of hydrolase activity50/1080379/187233.85e-082.34e-0650
GO:0045766BreastPrecancerpositive regulation of angiogenesis23/1080181/187233.09e-044.43e-0323
GO:1904018BreastPrecancerpositive regulation of vasculature development23/1080181/187233.09e-044.43e-0323
GO:19040193BreastPrecancerepithelial cell apoptotic process17/1080121/187235.76e-047.28e-0317
GO:0045765BreastPrecancerregulation of angiogenesis35/1080342/187237.35e-048.80e-0335
GO:1901342BreastPrecancerregulation of vasculature development35/1080348/187231.00e-031.12e-0235
GO:19040351BreastPrecancerregulation of epithelial cell apoptotic process14/108096/187231.18e-031.28e-0214
GO:005134613BreastIDCnegative regulation of hydrolase activity71/1434379/187231.33e-122.90e-1071
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
GO:003629314BreastIDCresponse to decreased oxygen levels60/1434322/187239.26e-111.25e-0860
GO:000166614BreastIDCresponse to hypoxia58/1434307/187231.09e-101.38e-0858
GO:00457651BreastIDCregulation of angiogenesis45/1434342/187232.57e-043.98e-0345
GO:19013421BreastIDCregulation of vasculature development45/1434348/187233.78e-045.38e-0345
GO:00457661BreastIDCpositive regulation of angiogenesis26/1434181/187231.39e-031.43e-0226
GO:19040181BreastIDCpositive regulation of vasculature development26/1434181/187231.39e-031.43e-0226
GO:003629323BreastDCISresponse to decreased oxygen levels60/1390322/187232.64e-114.56e-0960
GO:007048223BreastDCISresponse to oxygen levels63/1390347/187232.66e-114.56e-0963
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049796LiverNAFLDCholesterol metabolism20/104351/84659.73e-074.56e-053.67e-0520
hsa033206LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa0497911LiverNAFLDCholesterol metabolism20/104351/84659.73e-074.56e-053.67e-0520
hsa0332011LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa049794LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa033204LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa049795LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa033205LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa03320StomachGCPPAR signaling pathway18/70875/84653.26e-054.01e-042.82e-0418
hsa033201StomachGCPPAR signaling pathway18/70875/84653.26e-054.01e-042.82e-0418
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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
ANGPTL4ITGA5_ITGB1ANGPTL4_ITGA5_ITGB1ANGPTLBreastADJ
ANGPTL4CDH5ANGPTL4_CDH5ANGPTLBreastADJ
ANGPTL4SDC2ANGPTL4_SDC2ANGPTLBreastADJ
ANGPTL4SDC4ANGPTL4_SDC4ANGPTLBreastADJ
ANGPTL4ITGA5_ITGB1ANGPTL4_ITGA5_ITGB1ANGPTLBreastDCIS
ANGPTL4CDH5ANGPTL4_CDH5ANGPTLBreastDCIS
ANGPTL4CDH11ANGPTL4_CDH11ANGPTLBreastDCIS
ANGPTL4SDC1ANGPTL4_SDC1ANGPTLBreastDCIS
ANGPTL4SDC2ANGPTL4_SDC2ANGPTLBreastDCIS
ANGPTL4SDC3ANGPTL4_SDC3ANGPTLBreastDCIS
ANGPTL4SDC4ANGPTL4_SDC4ANGPTLBreastDCIS
ANGPTL4ITGA5_ITGB1ANGPTL4_ITGA5_ITGB1ANGPTLBreastHealthy
ANGPTL4CDH5ANGPTL4_CDH5ANGPTLBreastHealthy
ANGPTL4CDH11ANGPTL4_CDH11ANGPTLBreastHealthy
ANGPTL4SDC1ANGPTL4_SDC1ANGPTLBreastHealthy
ANGPTL4SDC2ANGPTL4_SDC2ANGPTLBreastHealthy
ANGPTL4SDC4ANGPTL4_SDC4ANGPTLBreastHealthy
ANGPTL4ITGA5_ITGB1ANGPTL4_ITGA5_ITGB1ANGPTLBreastIDC
ANGPTL4CDH5ANGPTL4_CDH5ANGPTLBreastIDC
ANGPTL4CDH11ANGPTL4_CDH11ANGPTLBreastIDC
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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
ANGPTL4SNVMissense_Mutationnovelc.762N>Cp.Glu254Aspp.E254DQ9BY76protein_codingtolerated(0.16)possibly_damaging(0.889)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
ANGPTL4SNVMissense_Mutationnovelc.890N>Gp.Asp297Glyp.D297GQ9BY76protein_codingtolerated(0.06)probably_damaging(0.912)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ANGPTL4SNVMissense_Mutationc.629N>Tp.Pro210Leup.P210LQ9BY76protein_codingtolerated(0.17)benign(0.01)TCGA-CA-6716-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinCR
ANGPTL4SNVMissense_Mutationrs771783684c.1087T>Cp.Tyr363Hisp.Y363HQ9BY76protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ANGPTL4SNVMissense_Mutationnovelc.341G>Tp.Ser114Ilep.S114IQ9BY76protein_codingtolerated(0.09)benign(0.344)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ANGPTL4SNVMissense_Mutationrs774924877c.815G>Ap.Arg272Hisp.R272HQ9BY76protein_codingtolerated(0.57)benign(0.025)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ANGPTL4SNVMissense_Mutationnovelc.940N>Ap.Ala314Thrp.A314TQ9BY76protein_codingtolerated(0.15)benign(0.034)TCGA-AJ-A3NE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ANGPTL4SNVMissense_Mutationnovelc.400C>Tp.His134Tyrp.H134YQ9BY76protein_codingdeleterious(0.01)benign(0.242)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ANGPTL4SNVMissense_Mutationrs557133449c.407G>Ap.Arg136Glnp.R136QQ9BY76protein_codingtolerated(0.42)benign(0.029)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ANGPTL4SNVMissense_Mutationrs557133449c.407N>Ap.Arg136Glnp.R136QQ9BY76protein_codingtolerated(0.42)benign(0.029)TCGA-BS-A0V4-01Endometriumuterine 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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