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: DNAJC9

Gene summary for DNAJC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJC9

Gene ID

23234

Gene nameDnaJ heat shock protein family (Hsp40) member C9
Gene AliasHDJC9
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0006323

UniProtAcc

A0A024QZN2


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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
23234DNAJC9LZE2THumanEsophagusESCC4.95e-033.58e-010.082
23234DNAJC9LZE4THumanEsophagusESCC1.18e-073.75e-010.0811
23234DNAJC9LZE7THumanEsophagusESCC5.04e-094.42e-010.0667
23234DNAJC9LZE8THumanEsophagusESCC7.11e-041.89e-010.067
23234DNAJC9LZE20THumanEsophagusESCC8.80e-031.43e-010.0662
23234DNAJC9LZE24THumanEsophagusESCC1.08e-227.21e-010.0596
23234DNAJC9LZE21THumanEsophagusESCC1.64e-023.82e-010.0655
23234DNAJC9LZE6THumanEsophagusESCC5.19e-054.34e-010.0845
23234DNAJC9P1T-EHumanEsophagusESCC2.45e-072.58e-010.0875
23234DNAJC9P2T-EHumanEsophagusESCC2.42e-431.05e+000.1177
23234DNAJC9P4T-EHumanEsophagusESCC2.01e-278.93e-010.1323
23234DNAJC9P5T-EHumanEsophagusESCC8.65e-307.83e-010.1327
23234DNAJC9P8T-EHumanEsophagusESCC9.16e-133.36e-010.0889
23234DNAJC9P9T-EHumanEsophagusESCC3.18e-153.61e-010.1131
23234DNAJC9P10T-EHumanEsophagusESCC5.79e-193.97e-010.116
23234DNAJC9P11T-EHumanEsophagusESCC1.10e-064.66e-010.1426
23234DNAJC9P12T-EHumanEsophagusESCC3.10e-225.29e-010.1122
23234DNAJC9P15T-EHumanEsophagusESCC2.84e-174.63e-010.1149
23234DNAJC9P16T-EHumanEsophagusESCC8.10e-295.95e-010.1153
23234DNAJC9P17T-EHumanEsophagusESCC3.36e-106.63e-010.1278
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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
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:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00327811LiverHCCpositive regulation of ATPase activity19/795827/187233.18e-031.47e-0219
GO:004346211LiverHCCregulation of ATPase activity29/795846/187233.95e-031.74e-0229
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
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:003278113Oral cavityLPpositive regulation of ATPase activity13/462327/187236.92e-033.96e-0213
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
GO:000633812SkincSCCchromatin remodeling94/4864255/187237.58e-057.26e-0494
GO:00718241SkincSCCprotein-DNA complex subunit organization87/4864241/187233.09e-042.47e-0387
GO:00327816SkincSCCpositive regulation of ATPase activity15/486427/187231.03e-036.94e-0315
GO:00434628SkincSCCregulation of ATPase activity22/486446/187231.16e-037.61e-0322
GO:00711031SkincSCCDNA conformation change96/4864290/187233.87e-032.07e-0296
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:00434629ThyroidPTCregulation of ATPase activity23/596846/187237.89e-033.33e-0223
GO:00327817ThyroidPTCpositive regulation of ATPase activity15/596827/187239.19e-033.79e-0215
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
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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
DNAJC9SNVMissense_Mutationc.211G>Ap.Asp71Asnp.D71NQ8WXX5protein_codingtolerated(0.07)probably_damaging(0.936)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNAJC9SNVMissense_Mutationnovelc.236N>Gp.Asp79Glyp.D79GQ8WXX5protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC9SNVMissense_Mutationc.680N>Cp.Arg227Prop.R227PQ8WXX5protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DNAJC9SNVMissense_Mutationc.420C>Gp.Asp140Glup.D140EQ8WXX5protein_codingdeleterious(0)possibly_damaging(0.773)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DNAJC9SNVMissense_Mutationrs199703504c.245N>Ap.Gly82Glup.G82EQ8WXX5protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DNAJC9insertionNonsense_Mutationnovelc.367_368insAGAATTGGGTAAAAAAp.Ser123Terp.S123*Q8WXX5protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC9deletionFrame_Shift_Delc.404_429delNNNNNNNNNNNNNNNNNNNNNNNNNNp.Leu135HisfsTer25p.L135Hfs*25Q8WXX5protein_codingTCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
DNAJC9SNVMissense_Mutationnovelc.703N>Gp.Leu235Valp.L235VQ8WXX5protein_codingdeleterious(0.02)benign(0.272)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJC9SNVMissense_Mutationnovelc.113N>Cp.Val38Alap.V38AQ8WXX5protein_codingtolerated(0.36)benign(0.018)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DNAJC9SNVMissense_Mutationc.433A>Gp.Met145Valp.M145VQ8WXX5protein_codingtolerated(0.18)benign(0.391)TCGA-CK-5916-01Colorectumcolon 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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