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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
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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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