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: DNAJB14

Gene summary for DNAJB14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJB14

Gene ID

79982

Gene nameDnaJ heat shock protein family (Hsp40) member B14
Gene AliasEGNR9427
Cytomap4q23
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q8TBM8


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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
79982DNAJB14HTA11_3410_2000001011HumanColorectumAD3.67e-08-4.29e-010.0155
79982DNAJB14HTA11_3361_2000001011HumanColorectumAD1.72e-05-5.09e-01-0.1207
79982DNAJB14HTA11_696_2000001011HumanColorectumAD6.78e-04-3.24e-01-0.1464
79982DNAJB14HTA11_866_3004761011HumanColorectumAD4.05e-07-4.02e-010.096
79982DNAJB14HTA11_7696_3000711011HumanColorectumAD5.79e-10-4.45e-010.0674
79982DNAJB14HTA11_99999970781_79442HumanColorectumMSS2.21e-02-2.56e-010.294
79982DNAJB14HTA11_99999974143_84620HumanColorectumMSS4.51e-07-3.98e-010.3005
79982DNAJB14F007HumanColorectumFAP3.60e-03-3.18e-010.1176
79982DNAJB14A001-C-207HumanColorectumFAP2.08e-03-1.96e-010.1278
79982DNAJB14A015-C-203HumanColorectumFAP2.02e-23-4.52e-01-0.1294
79982DNAJB14A015-C-204HumanColorectumFAP3.66e-07-3.53e-01-0.0228
79982DNAJB14A014-C-040HumanColorectumFAP6.89e-05-5.15e-01-0.1184
79982DNAJB14A002-C-201HumanColorectumFAP8.40e-13-3.22e-010.0324
79982DNAJB14A002-C-203HumanColorectumFAP2.66e-06-2.34e-010.2786
79982DNAJB14A001-C-119HumanColorectumFAP9.92e-10-4.00e-01-0.1557
79982DNAJB14A001-C-108HumanColorectumFAP5.16e-13-3.38e-01-0.0272
79982DNAJB14A002-C-205HumanColorectumFAP5.13e-20-4.51e-01-0.1236
79982DNAJB14A001-C-104HumanColorectumFAP5.48e-06-2.78e-010.0184
79982DNAJB14A015-C-005HumanColorectumFAP1.46e-04-2.54e-01-0.0336
79982DNAJB14A015-C-006HumanColorectumFAP3.40e-16-5.19e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:0006458ColorectumAD'de novo' protein folding20/391843/187231.53e-042.16e-0320
GO:0051084ColorectumAD'de novo' posttranslational protein folding18/391839/187233.66e-044.24e-0318
GO:0061077ColorectumADchaperone-mediated protein folding26/391867/187236.20e-046.48e-0326
GO:0051085ColorectumADchaperone cofactor-dependent protein refolding15/391834/187231.96e-031.58e-0215
GO:0036503ColorectumADERAD pathway34/3918107/187235.57e-033.63e-0234
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00064572ColorectumMSSprotein folding71/3467212/187231.25e-075.91e-0671
GO:00349762ColorectumMSSresponse to endoplasmic reticulum stress81/3467256/187232.65e-071.10e-0581
GO:00359672ColorectumMSScellular response to topologically incorrect protein42/3467116/187234.99e-061.38e-0442
GO:00359662ColorectumMSSresponse to topologically incorrect protein53/3467159/187235.50e-061.49e-0453
GO:00064582ColorectumMSS'de novo' protein folding20/346743/187232.50e-055.21e-0420
GO:00510842ColorectumMSS'de novo' posttranslational protein folding18/346739/187237.19e-051.21e-0318
GO:00610772ColorectumMSSchaperone-mediated protein folding26/346767/187238.06e-051.33e-0326
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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
DNAJB14SNVMissense_Mutationnovelc.19N>Ap.Glu7Lysp.E7KQ8TBM8protein_codingdeleterious(0)possibly_damaging(0.519)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNAJB14SNVMissense_Mutationc.125N>Tp.Ser42Leup.S42LQ8TBM8protein_codingdeleterious(0.02)benign(0)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DNAJB14SNVMissense_Mutationnovelc.599A>Gp.Asp200Glyp.D200GQ8TBM8protein_codingdeleterious(0)possibly_damaging(0.54)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAJB14SNVMissense_Mutationc.380N>Tp.Ala127Valp.A127VQ8TBM8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAJB14SNVMissense_Mutationnovelc.364N>Ap.Glu122Lysp.E122KQ8TBM8protein_codingdeleterious(0.01)benign(0.141)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DNAJB14SNVMissense_Mutationnovelc.400N>Gp.Lys134Glup.K134EQ8TBM8protein_codingdeleterious(0)possibly_damaging(0.656)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DNAJB14SNVMissense_Mutationnovelc.569N>Cp.Arg190Thrp.R190TQ8TBM8protein_codingdeleterious(0.02)benign(0.053)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJB14SNVMissense_Mutationnovelc.173N>Ap.Gly58Glup.G58EQ8TBM8protein_codingtolerated(0.16)benign(0.031)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJB14SNVMissense_Mutationc.1123N>Ap.Leu375Ilep.L375IQ8TBM8protein_codingtolerated(0.41)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DNAJB14SNVMissense_Mutationc.667G>Tp.Ala223Serp.A223SQ8TBM8protein_codingtolerated(0.61)benign(0.001)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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