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: JADE2

Gene summary for JADE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JADE2

Gene ID

23338

Gene namejade family PHD finger 2
Gene AliasJADE-2
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A0C4DFT8


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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
23338JADE2LZE7THumanEsophagusESCC4.95e-042.83e-010.0667
23338JADE2LZE22THumanEsophagusESCC1.25e-021.71e-010.068
23338JADE2LZE24THumanEsophagusESCC1.56e-061.94e-010.0596
23338JADE2LZE21THumanEsophagusESCC4.28e-021.31e-010.0655
23338JADE2P2T-EHumanEsophagusESCC3.94e-072.87e-010.1177
23338JADE2P4T-EHumanEsophagusESCC2.69e-031.64e-010.1323
23338JADE2P5T-EHumanEsophagusESCC6.56e-113.46e-010.1327
23338JADE2P8T-EHumanEsophagusESCC3.97e-081.70e-010.0889
23338JADE2P10T-EHumanEsophagusESCC1.63e-062.37e-020.116
23338JADE2P11T-EHumanEsophagusESCC6.25e-082.43e-010.1426
23338JADE2P12T-EHumanEsophagusESCC3.62e-049.81e-020.1122
23338JADE2P15T-EHumanEsophagusESCC2.22e-113.25e-010.1149
23338JADE2P16T-EHumanEsophagusESCC9.44e-063.85e-020.1153
23338JADE2P17T-EHumanEsophagusESCC3.98e-083.07e-010.1278
23338JADE2P20T-EHumanEsophagusESCC5.55e-112.45e-010.1124
23338JADE2P21T-EHumanEsophagusESCC7.81e-074.67e-020.1617
23338JADE2P22T-EHumanEsophagusESCC2.06e-112.73e-010.1236
23338JADE2P23T-EHumanEsophagusESCC1.04e-111.55e-010.108
23338JADE2P24T-EHumanEsophagusESCC1.38e-022.00e-010.1287
23338JADE2P26T-EHumanEsophagusESCC7.01e-062.49e-010.1276
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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
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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:00439811EsophagusESCChistone H4-K5 acetylation13/855215/187231.31e-036.26e-0313
GO:00439821EsophagusESCChistone H4-K8 acetylation13/855215/187231.31e-036.26e-0313
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:00183944Oral cavityOSCCpeptidyl-lysine acetylation108/7305169/187234.55e-111.45e-09108
GO:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
GO:00064754Oral cavityOSCCinternal protein amino acid acetylation100/7305160/187231.43e-093.41e-08100
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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
JADE2SNVMissense_Mutationc.2428N>Cp.Glu810Glnp.E810Qprotein_codingtolerated_low_confidence(0.43)benign(0.182)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JADE2SNVMissense_Mutationc.1147N>Ap.Ala383Thrp.A383Tprotein_codingtolerated(0.34)benign(0.009)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
JADE2SNVMissense_Mutationnovelc.850N>Cp.Glu284Glnp.E284Qprotein_codingdeleterious(0.01)probably_damaging(0.971)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
JADE2SNVMissense_Mutationnovelc.518A>Gp.Glu173Glyp.E173Gprotein_codingdeleterious(0)probably_damaging(0.95)TCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
JADE2SNVMissense_Mutationc.2167N>Cp.Glu723Glnp.E723Qprotein_codingtolerated_low_confidence(0.28)benign(0.031)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
JADE2SNVMissense_Mutationc.1273N>Ap.Asp425Asnp.D425Nprotein_codingdeleterious(0.02)benign(0.041)TCGA-E2-A15R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
JADE2insertionNonsense_Mutationnovelc.1269_1270insTGCACTCCAGCCTAGCAACAGAp.Val424CysfsTer5p.V424Cfs*5protein_codingTCGA-A2-A0D4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
JADE2SNVMissense_Mutationc.1273G>Ap.Asp425Asnp.D425Nprotein_codingdeleterious(0.02)benign(0.041)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
JADE2SNVMissense_Mutationc.1470N>Cp.Glu490Aspp.E490Dprotein_codingdeleterious(0)possibly_damaging(0.571)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
JADE2SNVMissense_Mutationrs150023113c.2116N>Ap.Gly706Argp.G706Rprotein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-EX-A449-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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