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: DNAJC21

Gene summary for DNAJC21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJC21

Gene ID

134218

Gene nameDnaJ heat shock protein family (Hsp40) member C21
Gene AliasBMFS3
Cytomap5p13.2
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q5F1R6


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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
134218DNAJC21LZE2THumanEsophagusESCC2.92e-034.48e-010.082
134218DNAJC21LZE4THumanEsophagusESCC1.96e-062.76e-010.0811
134218DNAJC21LZE5THumanEsophagusESCC8.57e-032.76e-010.0514
134218DNAJC21LZE7THumanEsophagusESCC4.04e-041.70e-010.0667
134218DNAJC21LZE8THumanEsophagusESCC1.09e-073.48e-010.067
134218DNAJC21LZE20THumanEsophagusESCC2.36e-123.86e-010.0662
134218DNAJC21LZE22THumanEsophagusESCC4.44e-031.95e-010.068
134218DNAJC21LZE24THumanEsophagusESCC1.58e-071.78e-010.0596
134218DNAJC21LZE6THumanEsophagusESCC9.30e-106.70e-010.0845
134218DNAJC21P1T-EHumanEsophagusESCC7.94e-043.34e-010.0875
134218DNAJC21P2T-EHumanEsophagusESCC1.13e-233.12e-010.1177
134218DNAJC21P4T-EHumanEsophagusESCC2.27e-297.19e-010.1323
134218DNAJC21P5T-EHumanEsophagusESCC1.54e-255.13e-010.1327
134218DNAJC21P8T-EHumanEsophagusESCC8.25e-304.34e-010.0889
134218DNAJC21P9T-EHumanEsophagusESCC4.35e-153.16e-010.1131
134218DNAJC21P10T-EHumanEsophagusESCC7.42e-305.51e-010.116
134218DNAJC21P11T-EHumanEsophagusESCC5.07e-112.76e-010.1426
134218DNAJC21P12T-EHumanEsophagusESCC1.12e-203.91e-010.1122
134218DNAJC21P15T-EHumanEsophagusESCC2.47e-133.16e-010.1149
134218DNAJC21P16T-EHumanEsophagusESCC1.31e-162.44e-010.1153
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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:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:000645716ProstateBPHprotein folding85/3107212/187232.37e-164.74e-1485
GO:000645717ProstateTumorprotein folding85/3246212/187233.37e-155.37e-1385
GO:000645726SkinAKprotein folding44/1910212/187233.54e-068.91e-0544
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
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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
DNAJC21SNVMissense_Mutationc.1078N>Gp.Gln360Glup.Q360EQ5F1R6protein_codingtolerated(1)benign(0.399)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNAJC21SNVMissense_Mutationnovelc.176N>Tp.Pro59Leup.P59LQ5F1R6protein_codingdeleterious(0)probably_damaging(0.958)TCGA-W8-A86G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DNAJC21insertionNonsense_Mutationnovelc.542_543insGCCTGAAATTTCTGCTTAGATTGTTGCTTTTp.Arg182ProfsTer6p.R182Pfs*6Q5F1R6protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC21insertionNonsense_Mutationnovelc.758_759insTTTACTGCTTTTCTAAAAAAAAATCTTAAAGp.Arg254LeufsTer5p.R254Lfs*5Q5F1R6protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
DNAJC21deletionFrame_Shift_Delnovelc.912delNp.Ala305ProfsTer25p.A305Pfs*25Q5F1R6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DNAJC21SNVMissense_Mutationnovelc.555A>Cp.Glu185Aspp.E185DQ5F1R6protein_codingdeleterious(0)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAJC21SNVMissense_Mutationnovelc.208N>Cp.Glu70Glnp.E70QQ5F1R6protein_codingdeleterious(0)probably_damaging(0.934)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJC21SNVMissense_Mutationc.1090N>Cp.Asn364Hisp.N364HQ5F1R6protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAJC21SNVMissense_Mutationnovelc.505N>Ap.Glu169Lysp.E169KQ5F1R6protein_codingtolerated(0.3)possibly_damaging(0.535)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJC21SNVMissense_Mutationc.70N>Gp.Arg24Glyp.R24GQ5F1R6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<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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