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: BAG4

Gene summary for BAG4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAG4

Gene ID

9530

Gene nameBAG cochaperone 4
Gene AliasBAG-4
Cytomap8p11.23
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

O95429


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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
9530BAG4LZE2THumanEsophagusESCC1.21e-046.85e-010.082
9530BAG4LZE4THumanEsophagusESCC1.48e-156.08e-010.0811
9530BAG4LZE7THumanEsophagusESCC1.09e-021.97e-010.0667
9530BAG4LZE8THumanEsophagusESCC3.95e-039.27e-020.067
9530BAG4LZE20THumanEsophagusESCC1.51e-031.24e-010.0662
9530BAG4LZE24THumanEsophagusESCC2.77e-215.15e-010.0596
9530BAG4P2T-EHumanEsophagusESCC1.69e-346.26e-010.1177
9530BAG4P4T-EHumanEsophagusESCC3.97e-357.90e-010.1323
9530BAG4P5T-EHumanEsophagusESCC1.75e-081.55e-010.1327
9530BAG4P8T-EHumanEsophagusESCC5.86e-183.44e-010.0889
9530BAG4P9T-EHumanEsophagusESCC2.99e-082.57e-010.1131
9530BAG4P10T-EHumanEsophagusESCC1.09e-295.75e-010.116
9530BAG4P11T-EHumanEsophagusESCC4.46e-155.45e-010.1426
9530BAG4P12T-EHumanEsophagusESCC4.04e-325.77e-010.1122
9530BAG4P15T-EHumanEsophagusESCC5.27e-972.22e+000.1149
9530BAG4P16T-EHumanEsophagusESCC1.06e-273.51e-010.1153
9530BAG4P17T-EHumanEsophagusESCC4.73e-033.35e-010.1278
9530BAG4P20T-EHumanEsophagusESCC6.77e-245.52e-010.1124
9530BAG4P21T-EHumanEsophagusESCC6.56e-153.04e-010.1617
9530BAG4P22T-EHumanEsophagusESCC7.30e-152.51e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0031032110ThyroidPTCactomyosin structure organization91/5968196/187231.35e-051.45e-0491
GO:009717815ThyroidPTCruffle assembly28/596844/187231.46e-051.56e-0428
GO:003223323ThyroidPTCpositive regulation of actin filament bundle assembly36/596863/187232.98e-052.86e-0436
GO:003083823ThyroidPTCpositive regulation of actin filament polymerization51/596899/187233.77e-053.48e-0451
GO:00903176ThyroidPTCnegative regulation of intracellular protein transport26/596842/187235.91e-055.21e-0426
GO:00323877ThyroidPTCnegative regulation of intracellular transport33/596858/187237.13e-056.19e-0433
GO:001092116ThyroidPTCregulation of phosphatase activity44/596884/187237.53e-056.48e-0444
GO:001076115ThyroidPTCfibroblast migration28/596847/187238.25e-057.00e-0428
GO:005149615ThyroidPTCpositive regulation of stress fiber assembly30/596852/187231.06e-048.56e-0430
GO:0034612111ThyroidPTCresponse to tumor necrosis factor109/5968253/187231.08e-048.69e-04109
GO:0045785112ThyroidPTCpositive regulation of cell adhesion176/5968437/187231.10e-048.83e-04176
GO:19049507ThyroidPTCnegative regulation of establishment of protein localization61/5968131/187233.01e-042.12e-0361
GO:00512246ThyroidPTCnegative regulation of protein transport59/5968127/187234.04e-042.71e-0359
GO:0071356111ThyroidPTCcellular response to tumor necrosis factor96/5968229/187238.24e-045.10e-0396
GO:00434918ThyroidPTCprotein kinase B signaling88/5968211/187231.59e-038.81e-0388
GO:00353058ThyroidPTCnegative regulation of dephosphorylation24/596845/187232.28e-031.20e-0224
GO:00331356ThyroidPTCregulation of peptidyl-serine phosphorylation62/5968144/187233.05e-031.50e-0262
GO:0051346112ThyroidPTCnegative regulation of hydrolase activity146/5968379/187233.33e-031.62e-02146
GO:00510518ThyroidPTCnegative regulation of transport176/5968470/187235.44e-032.49e-02176
GO:00107624ThyroidPTCregulation of fibroblast migration19/596836/187237.38e-033.16e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa046689Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0466816Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa0466822Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
hsa0466832Oral cavityLPTNF signaling pathway49/2418114/84656.51e-043.29e-032.12e-0349
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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
BAG4SNVMissense_Mutationnovelc.602G>Ap.Arg201Lysp.R201KO95429protein_codingdeleterious(0.01)benign(0.055)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAG4SNVMissense_Mutationc.190G>Ap.Gly64Argp.G64RO95429protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.752)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAG4SNVMissense_Mutationc.1115N>Tp.Ser372Leup.S372LO95429protein_codingdeleterious(0.02)benign(0.261)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAG4SNVMissense_Mutationnovelc.158N>Cp.Arg53Prop.R53PO95429protein_codingdeleterious_low_confidence(0)probably_damaging(0.992)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
BAG4SNVMissense_Mutationnovelc.1164N>Cp.Glu388Aspp.E388DO95429protein_codingtolerated(0.05)probably_damaging(0.925)TCGA-S3-AA12-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
BAG4insertionFrame_Shift_Insnovelc.1139_1140insGGGGTTTCACCTTGTTAGCCAGGATGGTCp.Ile380MetfsTer28p.I380Mfs*28O95429protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BAG4SNVMissense_Mutationc.551N>Tp.Ser184Phep.S184FO95429protein_codingdeleterious(0)benign(0.003)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
BAG4SNVMissense_Mutationc.5N>Tp.Ser2Leup.S2LO95429protein_codingdeleterious_low_confidence(0)probably_damaging(0.988)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BAG4insertionFrame_Shift_Insnovelc.1052_1053insATp.Thr352SerfsTer47p.T352Sfs*47O95429protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
BAG4SNVMissense_Mutationc.1000N>Ap.Leu334Ilep.L334IO95429protein_codingtolerated(0.19)benign(0.146)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=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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