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: BAG2

Gene summary for BAG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAG2

Gene ID

9532

Gene nameBAG cochaperone 2
Gene AliasBAG-2
Cytomap6p12.1
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

O95816


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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
9532BAG2LZE4THumanEsophagusESCC1.78e-052.28e-010.0811
9532BAG2LZE7THumanEsophagusESCC1.61e-022.94e-010.0667
9532BAG2LZE22THumanEsophagusESCC8.39e-035.15e-010.068
9532BAG2LZE24THumanEsophagusESCC2.88e-021.89e-010.0596
9532BAG2P2T-EHumanEsophagusESCC3.37e-081.69e-010.1177
9532BAG2P4T-EHumanEsophagusESCC6.13e-267.09e-010.1323
9532BAG2P5T-EHumanEsophagusESCC1.13e-184.49e-010.1327
9532BAG2P8T-EHumanEsophagusESCC3.20e-027.57e-020.0889
9532BAG2P9T-EHumanEsophagusESCC2.85e-246.41e-010.1131
9532BAG2P11T-EHumanEsophagusESCC5.05e-053.52e-010.1426
9532BAG2P12T-EHumanEsophagusESCC8.85e-041.17e-010.1122
9532BAG2P15T-EHumanEsophagusESCC1.18e-021.79e-010.1149
9532BAG2P16T-EHumanEsophagusESCC1.16e-041.25e-010.1153
9532BAG2P17T-EHumanEsophagusESCC6.63e-074.05e-010.1278
9532BAG2P19T-EHumanEsophagusESCC2.78e-045.48e-010.1662
9532BAG2P20T-EHumanEsophagusESCC5.94e-142.61e-010.1124
9532BAG2P21T-EHumanEsophagusESCC1.56e-338.29e-010.1617
9532BAG2P22T-EHumanEsophagusESCC1.73e-072.75e-010.1236
9532BAG2P23T-EHumanEsophagusESCC7.31e-072.93e-010.108
9532BAG2P24T-EHumanEsophagusESCC5.35e-082.43e-010.1287
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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
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
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:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:0031397111EsophagusESCCnegative regulation of protein ubiquitination63/855283/187231.87e-083.65e-0763
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:1903321111EsophagusESCCnegative regulation of protein modification by small protein conjugation or removal69/855295/187238.54e-081.44e-0669
GO:003209116EsophagusESCCnegative regulation of protein binding65/855294/187233.46e-063.82e-0565
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:005143819EsophagusESCCregulation of ubiquitin-protein transferase activity38/855253/187231.10e-047.69e-0438
GO:1904666111EsophagusESCCregulation of ubiquitin protein ligase activity18/855223/187231.50e-037.06e-0318
GO:1904667111EsophagusESCCnegative regulation of ubiquitin protein ligase activity10/855212/187238.94e-033.12e-0210
GO:0051444111EsophagusESCCnegative regulation of ubiquitin-protein transferase activity14/855219/187231.27e-024.21e-0214
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:190336222LiverHCCregulation of cellular protein catabolic process182/7958255/187235.91e-218.52e-19182
GO:004573222LiverHCCpositive regulation of protein catabolic process163/7958231/187234.00e-184.69e-16163
GO:190305022LiverHCCregulation of proteolysis involved in cellular protein catabolic process157/7958221/187235.93e-186.83e-16157
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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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
BAG2SNVMissense_Mutationrs759501055c.431C>Gp.Ser144Cysp.S144CO95816protein_codingdeleterious(0.04)probably_damaging(0.947)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BAG2insertionIn_Frame_Insnovelc.384_385insCTTACTp.Leu128_Gly129insLeuThrp.L128_G129insLTO95816protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BAG2insertionNonsense_Mutationnovelc.385_386insCTCACAGTGTTAAGACTTGATTCAAGTCTTAACACTGTp.Gly129AlafsTer7p.G129Afs*7O95816protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BAG2SNVMissense_Mutationc.355N>Cp.Glu119Glnp.E119QO95816protein_codingtolerated(0.05)possibly_damaging(0.625)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
BAG2SNVMissense_Mutationc.631N>Cp.Asn211Hisp.N211HO95816protein_codingdeleterious_low_confidence(0.01)benign(0.085)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BAG2SNVMissense_Mutationnovelc.571T>Gp.Leu191Valp.L191VO95816protein_codingdeleterious_low_confidence(0.01)benign(0.437)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BAG2SNVMissense_Mutationc.277A>Gp.Thr93Alap.T93AO95816protein_codingtolerated(0.41)benign(0.031)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BAG2SNVMissense_Mutationrs765872537c.257N>Ap.Arg86Hisp.R86HO95816protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
BAG2SNVMissense_Mutationnovelc.301A>Tp.Ile101Phep.I101FO95816protein_codingdeleterious(0.03)benign(0.317)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BAG2SNVMissense_Mutationnovelc.376N>Ap.Asp126Asnp.D126NO95816protein_codingtolerated(0.1)possibly_damaging(0.783)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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