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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:0032273111EsophagusESCCpositive regulation of protein polymerization95/8552138/187232.97e-085.57e-0795
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:0035303111EsophagusESCCregulation of dephosphorylation88/8552128/187231.04e-071.71e-0688
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:0032271111EsophagusESCCregulation of protein polymerization143/8552233/187239.21e-071.17e-05143
GO:011005327EsophagusESCCregulation of actin filament organization166/8552278/187231.54e-061.85e-05166
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:005101727EsophagusESCCactin filament bundle assembly100/8552157/187233.87e-064.17e-05100
GO:007084919EsophagusESCCresponse to epidermal growth factor38/855249/187235.24e-065.49e-0538
GO:190353315EsophagusESCCregulation of protein targeting57/855281/187235.83e-066.03e-0557
GO:006157227EsophagusESCCactin filament bundle organization101/8552161/187239.22e-068.82e-05101
GO:007136419EsophagusESCCcellular response to epidermal growth factor stimulus35/855245/187231.11e-051.04e-0435
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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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