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: DNAJB4

Gene summary for DNAJB4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJB4

Gene ID

11080

Gene nameDnaJ heat shock protein family (Hsp40) member B4
Gene AliasDNAJW
Cytomap1p31.1
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q9UDY4


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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
11080DNAJB4LZE4THumanEsophagusESCC5.08e-372.45e+000.0811
11080DNAJB4LZE7THumanEsophagusESCC1.86e-041.25e-010.0667
11080DNAJB4LZE8THumanEsophagusESCC4.33e-046.24e-020.067
11080DNAJB4LZE20THumanEsophagusESCC2.37e-109.65e-010.0662
11080DNAJB4LZE22THumanEsophagusESCC1.86e-081.23e+000.068
11080DNAJB4LZE24THumanEsophagusESCC5.13e-048.00e-020.0596
11080DNAJB4LZE21THumanEsophagusESCC1.72e-021.36e+000.0655
11080DNAJB4P1T-EHumanEsophagusESCC2.80e-067.79e-010.0875
11080DNAJB4P2T-EHumanEsophagusESCC2.20e-491.14e+000.1177
11080DNAJB4P4T-EHumanEsophagusESCC1.53e-481.70e+000.1323
11080DNAJB4P5T-EHumanEsophagusESCC3.13e-691.80e+000.1327
11080DNAJB4P8T-EHumanEsophagusESCC3.41e-182.67e-010.0889
11080DNAJB4P9T-EHumanEsophagusESCC8.57e-208.09e-010.1131
11080DNAJB4P10T-EHumanEsophagusESCC7.59e-194.49e-010.116
11080DNAJB4P11T-EHumanEsophagusESCC4.13e-322.35e+000.1426
11080DNAJB4P12T-EHumanEsophagusESCC5.19e-301.03e+000.1122
11080DNAJB4P15T-EHumanEsophagusESCC6.22e-441.59e+000.1149
11080DNAJB4P16T-EHumanEsophagusESCC6.04e-359.46e-010.1153
11080DNAJB4P19T-EHumanEsophagusESCC5.43e-036.86e-010.1662
11080DNAJB4P20T-EHumanEsophagusESCC9.89e-129.34e-010.1124
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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:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:0009408110EsophagusESCCresponse to heat77/8552110/187232.01e-073.11e-0677
GO:0006458110EsophagusESCC'de novo' protein folding36/855243/187232.90e-074.20e-0636
GO:0051084110EsophagusESCC'de novo' posttranslational protein folding32/855239/187233.27e-063.65e-0532
GO:0051085110EsophagusESCCchaperone cofactor-dependent protein refolding27/855234/187236.01e-054.62e-0427
GO:000926619EsophagusESCCresponse to temperature stimulus106/8552178/187231.30e-048.84e-04106
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
GO:00610777LiverCirrhoticchaperone-mediated protein folding40/463467/187231.24e-095.43e-0840
GO:00094087LiverCirrhoticresponse to heat49/4634110/187234.47e-067.42e-0549
GO:00510857LiverCirrhoticchaperone cofactor-dependent protein refolding19/463434/187231.01e-041.05e-0319
GO:00064587LiverCirrhotic'de novo' protein folding22/463443/187231.69e-041.59e-0322
GO:00510847LiverCirrhotic'de novo' posttranslational protein folding20/463439/187233.19e-042.77e-0320
GO:00092666LiverCirrhoticresponse to temperature stimulus63/4634178/187239.38e-046.66e-0363
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
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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
DNAJB4SNVMissense_Mutationc.375N>Ap.Met125Ilep.M125IQ9UDY4protein_codingtolerated(0.19)benign(0.061)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
DNAJB4SNVMissense_Mutationnovelc.730A>Cp.Lys244Glnp.K244QQ9UDY4protein_codingtolerated(0.06)benign(0.331)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DNAJB4SNVMissense_Mutationnovelc.686N>Ap.Ala229Glup.A229EQ9UDY4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
DNAJB4SNVMissense_Mutationnovelc.730N>Cp.Lys244Glnp.K244QQ9UDY4protein_codingtolerated(0.06)benign(0.331)TCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB4SNVMissense_Mutationnovelc.365C>Gp.Ser122Cysp.S122CQ9UDY4protein_codingdeleterious(0.05)benign(0.375)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DNAJB4deletionFrame_Shift_Delc.985delGp.Val329TyrfsTer23p.V329Yfs*23Q9UDY4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DNAJB4SNVMissense_Mutationc.287N>Tp.Ala96Valp.A96VQ9UDY4protein_codingdeleterious(0.04)benign(0.103)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB4SNVMissense_Mutationrs768311310c.344G>Ap.Arg115Glnp.R115QQ9UDY4protein_codingtolerated(0.59)benign(0.013)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DNAJB4deletionFrame_Shift_Delc.908delAp.Asn303IlefsTer9p.N303Ifs*9Q9UDY4protein_codingTCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
DNAJB4SNVMissense_Mutationnovelc.670C>Tp.Pro224Serp.P224SQ9UDY4protein_codingtolerated(0.08)benign(0.056)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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