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: DNAJB9

Gene summary for DNAJB9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJB9

Gene ID

4189

Gene nameDnaJ heat shock protein family (Hsp40) member B9
Gene AliasERdj4
Cytomap7q31.1
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q6FIF1


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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
4189DNAJB9AEH-subject5HumanEndometriumAEH2.61e-03-1.93e-01-0.2953
4189DNAJB9EEC-subject1HumanEndometriumEEC2.43e-02-7.52e-02-0.2682
4189DNAJB9EEC-subject2HumanEndometriumEEC3.83e-02-1.88e-01-0.2607
4189DNAJB9EEC-subject3HumanEndometriumEEC1.07e-11-1.73e-01-0.2525
4189DNAJB9GSM5276934HumanEndometriumEEC1.74e-104.71e-01-0.0913
4189DNAJB9GSM5276937HumanEndometriumEEC7.01e-256.23e-01-0.0897
4189DNAJB9GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC9.71e-14-1.56e-01-0.1869
4189DNAJB9GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.09e-15-2.17e-01-0.1875
4189DNAJB9GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.80e-19-1.70e-01-0.1883
4189DNAJB9GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.36e-06-1.16e-01-0.1934
4189DNAJB9GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.55e-15-2.39e-01-0.1917
4189DNAJB9GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.31e-17-2.36e-01-0.1916
4189DNAJB9GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.83e-02-2.24e-01-0.1269
4189DNAJB9LZE4THumanEsophagusESCC5.43e-092.19e-010.0811
4189DNAJB9LZE5THumanEsophagusESCC2.71e-029.55e-020.0514
4189DNAJB9LZE7THumanEsophagusESCC3.50e-046.68e-010.0667
4189DNAJB9LZE8THumanEsophagusESCC7.48e-063.64e-010.067
4189DNAJB9LZE24THumanEsophagusESCC3.19e-095.85e-010.0596
4189DNAJB9LZE6THumanEsophagusESCC3.64e-053.16e-010.0845
4189DNAJB9P1T-EHumanEsophagusESCC1.93e-071.40e+000.0875
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:001049816EndometriumAEHproteasomal protein catabolic process108/2100490/187232.73e-124.67e-10108
GO:004316116EndometriumAEHproteasome-mediated ubiquitin-dependent protein catabolic process88/2100412/187231.54e-091.36e-0788
GO:003497616EndometriumAEHresponse to endoplasmic reticulum stress62/2100256/187232.88e-092.13e-0762
GO:003596616EndometriumAEHresponse to topologically incorrect protein39/2100159/187231.69e-065.23e-0539
GO:000698616EndometriumAEHresponse to unfolded protein35/2100137/187232.09e-066.28e-0535
GO:003462015EndometriumAEHcellular response to unfolded protein25/210096/187234.07e-056.97e-0425
GO:003596716EndometriumAEHcellular response to topologically incorrect protein28/2100116/187236.38e-059.94e-0428
GO:190589716EndometriumAEHregulation of response to endoplasmic reticulum stress21/210082/187232.10e-042.59e-0321
GO:190357315EndometriumAEHnegative regulation of response to endoplasmic reticulum stress13/210044/187237.79e-047.36e-0313
GO:00365033EndometriumAEHERAD pathway23/2100107/187231.55e-031.27e-0223
GO:00309689EndometriumAEHendoplasmic reticulum unfolded protein response17/210074/187232.92e-032.08e-0217
GO:00304332EndometriumAEHubiquitin-dependent ERAD pathway18/210085/187235.63e-033.46e-0218
GO:001049817EndometriumEECproteasomal protein catabolic process112/2168490/187236.99e-131.40e-10112
GO:004316117EndometriumEECproteasome-mediated ubiquitin-dependent protein catabolic process92/2168412/187233.01e-103.23e-0892
GO:003497617EndometriumEECresponse to endoplasmic reticulum stress63/2168256/187233.84e-092.71e-0763
GO:003596617EndometriumEECresponse to topologically incorrect protein41/2168159/187235.20e-072.00e-0541
GO:000698617EndometriumEECresponse to unfolded protein37/2168137/187235.40e-072.04e-0537
GO:003462016EndometriumEECcellular response to unfolded protein26/216896/187232.38e-054.23e-0426
GO:003596717EndometriumEECcellular response to topologically incorrect protein29/2168116/187234.28e-057.09e-0429
GO:190589717EndometriumEECregulation of response to endoplasmic reticulum stress22/216882/187231.14e-041.54e-0322
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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
DNAJB9SNVMissense_Mutationnovelc.164N>Tp.Pro55Leup.P55LQ9UBS3protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
DNAJB9SNVMissense_Mutationc.361G>Tp.Asp121Tyrp.D121YQ9UBS3protein_codingdeleterious(0.02)probably_damaging(0.947)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB9SNVMissense_Mutationc.106N>Gp.Ser36Alap.S36AQ9UBS3protein_codingtolerated(0.1)benign(0.098)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DNAJB9SNVMissense_Mutationc.522N>Tp.Glu174Aspp.E174DQ9UBS3protein_codingtolerated(0.48)probably_damaging(0.967)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
DNAJB9SNVMissense_Mutationrs762515467c.107C>Tp.Ser36Leup.S36LQ9UBS3protein_codingdeleterious(0.03)possibly_damaging(0.479)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DNAJB9SNVMissense_Mutationnovelc.584G>Tp.Arg195Ilep.R195IQ9UBS3protein_codingdeleterious(0.04)possibly_damaging(0.548)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DNAJB9SNVMissense_Mutationrs748898841c.626N>Ap.Arg209Glnp.R209QQ9UBS3protein_codingdeleterious(0.03)probably_damaging(0.988)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DNAJB9deletionFrame_Shift_Delc.523delNp.Met176CysfsTer67p.M176Cfs*67Q9UBS3protein_codingTCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
DNAJB9SNVMissense_Mutationc.248G>Ap.Arg83Glnp.R83QQ9UBS3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB9SNVMissense_Mutationnovelc.193N>Tp.Ala65Serp.A65SQ9UBS3protein_codingtolerated(0.39)benign(0.042)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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