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: DNAJB11

Gene summary for DNAJB11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJB11

Gene ID

51726

Gene nameDnaJ heat shock protein family (Hsp40) member B11
Gene AliasABBP-2
Cytomap3q27.3
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q9UBS4


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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
51726DNAJB11P47T-EHumanEsophagusESCC5.44e-651.45e+000.1067
51726DNAJB11P48T-EHumanEsophagusESCC1.25e-296.84e-010.0959
51726DNAJB11P49T-EHumanEsophagusESCC1.12e-172.08e+000.1768
51726DNAJB11P52T-EHumanEsophagusESCC2.05e-661.92e+000.1555
51726DNAJB11P54T-EHumanEsophagusESCC4.18e-369.10e-010.0975
51726DNAJB11P56T-EHumanEsophagusESCC1.93e-102.31e+000.1613
51726DNAJB11P57T-EHumanEsophagusESCC7.04e-276.78e-010.0926
51726DNAJB11P61T-EHumanEsophagusESCC5.68e-381.27e+000.099
51726DNAJB11P62T-EHumanEsophagusESCC1.26e-871.69e+000.1302
51726DNAJB11P65T-EHumanEsophagusESCC2.81e-338.74e-010.0978
51726DNAJB11P74T-EHumanEsophagusESCC1.99e-672.18e+000.1479
51726DNAJB11P75T-EHumanEsophagusESCC7.02e-741.79e+000.1125
51726DNAJB11P76T-EHumanEsophagusESCC2.16e-691.78e+000.1207
51726DNAJB11P79T-EHumanEsophagusESCC3.44e-781.60e+000.1154
51726DNAJB11P80T-EHumanEsophagusESCC1.46e-652.83e+000.155
51726DNAJB11P82T-EHumanEsophagusESCC7.42e-201.52e+000.1072
51726DNAJB11P83T-EHumanEsophagusESCC7.24e-763.08e+000.1738
51726DNAJB11P84T-EHumanEsophagusESCC2.32e-181.45e+000.0933
51726DNAJB11P89T-EHumanEsophagusESCC1.78e-251.82e+000.1752
51726DNAJB11P91T-EHumanEsophagusESCC5.52e-232.81e+000.1828
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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
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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:00327812LiverCirrhoticpositive regulation of ATPase activity16/463427/187231.41e-041.36e-0316
GO:00434623LiverCirrhoticregulation of ATPase activity21/463446/187231.61e-031.04e-0221
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:00327811LiverHCCpositive regulation of ATPase activity19/795827/187233.18e-031.47e-0219
GO:004346211LiverHCCregulation of ATPase activity29/795846/187233.95e-031.74e-0229
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:00327815Oral cavityOSCCpositive regulation of ATPase activity18/730527/187233.34e-031.42e-0218
GO:00434626Oral cavityOSCCregulation of ATPase activity27/730546/187235.33e-032.07e-0227
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:005160416Oral cavityLPprotein maturation122/4623294/187231.37e-107.72e-09122
GO:003278113Oral cavityLPpositive regulation of ATPase activity13/462327/187236.92e-033.96e-0213
GO:000645725Oral cavityEOLPprotein folding59/2218212/187231.76e-101.79e-0859
GO:005160423Oral cavityEOLPprotein maturation50/2218294/187235.32e-032.77e-0250
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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
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
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
hsa0414145Oral cavityEOLPProtein processing in endoplasmic reticulum70/1218174/84652.84e-173.06e-151.81e-1570
hsa0414155Oral cavityEOLPProtein processing in endoplasmic reticulum70/1218174/84652.84e-173.06e-151.81e-1570
hsa0414162Oral cavityNEOLPProtein processing in endoplasmic reticulum49/1112174/84659.02e-081.37e-068.59e-0749
hsa0414172Oral cavityNEOLPProtein processing in endoplasmic reticulum49/1112174/84659.02e-081.37e-068.59e-0749
hsa0414128ProstateBPHProtein processing in endoplasmic reticulum97/1718174/84652.37e-251.30e-238.07e-2497
hsa04141112ProstateBPHProtein processing in endoplasmic reticulum97/1718174/84652.37e-251.30e-238.07e-2497
hsa0414129ProstateTumorProtein processing in endoplasmic reticulum99/1791174/84652.58e-251.71e-231.06e-2399
hsa0414137ProstateTumorProtein processing in endoplasmic reticulum99/1791174/84652.58e-251.71e-231.06e-2399
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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
DNAJB11SNVMissense_Mutationnovelc.59T>Cp.Val20Alap.V20AQ9UBS4protein_codingtolerated(0.55)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAJB11SNVMissense_Mutationc.1015N>Gp.Ile339Valp.I339VQ9UBS4protein_codingtolerated(0.14)benign(0.003)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
DNAJB11SNVMissense_Mutationnovelc.985N>Cp.Glu329Glnp.E329QQ9UBS4protein_codingtolerated(0.5)benign(0.026)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAJB11SNVMissense_Mutationrs745390980c.499N>Tp.Arg167Trpp.R167WQ9UBS4protein_codingdeleterious(0.01)possibly_damaging(0.755)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB11SNVMissense_Mutationc.106G>Tp.Ala36Serp.A36SQ9UBS4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6310-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fuSD
DNAJB11SNVMissense_Mutationnovelc.259N>Ap.Asp87Asnp.D87NQ9UBS4protein_codingtolerated(0.06)probably_damaging(0.965)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB11SNVMissense_Mutationnovelc.719N>Ap.Arg240Glnp.R240QQ9UBS4protein_codingtolerated(0.23)benign(0.026)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DNAJB11SNVMissense_Mutationrs773690271c.725N>Ap.Arg242Glnp.R242QQ9UBS4protein_codingtolerated(0.18)benign(0.042)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB11SNVMissense_Mutationrs201669927c.865N>Tp.Arg289Trpp.R289WQ9UBS4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB11SNVMissense_Mutationc.76T>Gp.Phe26Valp.F26VQ9UBS4protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<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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