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: BAG3

Gene summary for BAG3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAG3

Gene ID

9531

Gene nameBAG cochaperone 3
Gene AliasBAG-3
Cytomap10q26.11
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

O95817


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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
9531BAG3CA_HPV_3HumanCervixCC1.63e-021.44e-010.0414
9531BAG3sample1HumanCervixCC1.89e-311.13e+000.0959
9531BAG3T1HumanCervixCC2.28e-511.13e+000.0918
9531BAG3HTA11_1938_2000001011HumanColorectumAD4.45e-043.11e-01-0.0811
9531BAG3HTA11_1391_2000001011HumanColorectumAD5.06e-053.05e-01-0.059
9531BAG3HTA11_99999970781_79442HumanColorectumMSS2.97e-236.95e-010.294
9531BAG3HTA11_99999965104_69814HumanColorectumMSS2.48e-074.23e-010.281
9531BAG3HTA11_99999971662_82457HumanColorectumMSS1.45e-155.80e-010.3859
9531BAG3CRC-3-11773HumanColorectumCRC1.66e-074.94e-010.2564
9531BAG3LZE2DHumanEsophagusHGIN1.73e-06-4.13e-010.0642
9531BAG3LZE4THumanEsophagusESCC3.59e-081.19e+000.0811
9531BAG3LZE7THumanEsophagusESCC8.88e-07-3.63e-010.0667
9531BAG3LZE8THumanEsophagusESCC2.03e-15-4.65e-010.067
9531BAG3LZE20THumanEsophagusESCC1.71e-059.95e-010.0662
9531BAG3LZE22D1HumanEsophagusHGIN4.24e-08-6.25e-010.0595
9531BAG3LZE24D1HumanEsophagusHGIN6.69e-032.39e-010.054
9531BAG3LZE24THumanEsophagusESCC1.41e-111.08e+000.0596
9531BAG3LZE6THumanEsophagusESCC1.46e-05-4.21e-010.0845
9531BAG3P2T-EHumanEsophagusESCC1.92e-249.81e-010.1177
9531BAG3P4T-EHumanEsophagusESCC2.19e-482.80e+000.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:003164729SkincSCCregulation of protein stability144/4864298/187236.51e-176.80e-15144
GO:0035966112SkincSCCresponse to topologically incorrect protein90/4864159/187232.26e-162.12e-1490
GO:0032386110SkincSCCregulation of intracellular transport156/4864337/187234.48e-163.96e-14156
GO:003315724SkincSCCregulation of intracellular protein transport115/4864229/187232.74e-152.23e-13115
GO:000683927SkincSCCmitochondrial transport124/4864254/187233.54e-152.81e-13124
GO:007058525SkincSCCprotein localization to mitochondrion74/4864125/187233.95e-153.06e-1374
GO:000989628SkincSCCpositive regulation of catabolic process206/4864492/187236.06e-154.64e-13206
GO:001623619SkincSCCmacroautophagy136/4864291/187231.36e-149.78e-13136
GO:0006986112SkincSCCresponse to unfolded protein78/4864137/187231.44e-141.03e-1278
GO:007265525SkincSCCestablishment of protein localization to mitochondrion71/4864120/187231.48e-141.04e-1271
GO:003133128SkincSCCpositive regulation of cellular catabolic process182/4864427/187233.29e-142.22e-12182
GO:190382928SkincSCCpositive regulation of cellular protein localization129/4864276/187236.43e-144.09e-12129
GO:000662624SkincSCCprotein targeting to mitochondrion61/4864100/187231.53e-139.32e-1261
GO:0050821112SkincSCCprotein stabilization96/4864191/187235.00e-132.93e-1196
GO:0017038110SkincSCCprotein import100/4864206/187232.50e-121.36e-10100
GO:0035967112SkincSCCcellular response to topologically incorrect protein65/4864116/187235.93e-123.10e-1065
GO:0032388111SkincSCCpositive regulation of intracellular transport96/4864202/187233.14e-111.52e-0996
GO:0034620112SkincSCCcellular response to unfolded protein55/486496/187237.74e-113.57e-0955
GO:0046822111SkincSCCregulation of nucleocytoplasmic transport59/4864106/187238.03e-113.68e-0959
GO:009031623SkincSCCpositive regulation of intracellular protein transport79/4864160/187231.71e-107.52e-0979
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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
BAG3SNVMissense_Mutationrs747274078c.289N>Tp.Pro97Serp.P97SO95817protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0XO-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
BAG3insertionFrame_Shift_Insnovelc.1428_1429insATCCGCAAAGAGGTGGATTCTAAACp.Arg477IlefsTer27p.R477Ifs*27O95817protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
BAG3insertionIn_Frame_Insnovelc.456_457insGCTGGGATTACAGGCACCp.Gly152_Gln153insAlaGlyIleThrGlyThrp.G152_Q153insAGITGTO95817protein_codingTCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAG3SNVMissense_Mutationnovelc.637G>Ap.Glu213Lysp.E213KO95817protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BAG3SNVMissense_Mutationnovelc.1091T>Cp.Val364Alap.V364AO95817protein_codingtolerated(0.15)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BAG3SNVMissense_Mutationrs876657746c.362N>Ap.Arg121Glnp.R121QO95817protein_codingdeleterious(0.05)probably_damaging(0.944)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BAG3SNVMissense_Mutationrs144585878c.880N>Tp.Arg294Cysp.R294CO95817protein_codingdeleterious(0)possibly_damaging(0.869)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
BAG3SNVMissense_Mutationnovelc.1290N>Tp.Glu430Aspp.E430DO95817protein_codingtolerated(0.06)benign(0.114)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BAG3SNVMissense_Mutationc.7N>Ap.Ala3Thrp.A3TO95817protein_codingdeleterious(0.03)probably_damaging(0.962)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BAG3SNVMissense_Mutationc.11C>Tp.Ala4Valp.A4VO95817protein_codingdeleterious(0.01)benign(0.242)TCGA-QG-A5Z2-01Colorectumcolon 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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