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: DPF2

Gene summary for DPF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPF2

Gene ID

5977

Gene namedouble PHD fingers 2
Gene AliasCSS7
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

J3KMZ8


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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
5977DPF2LZE2THumanEsophagusESCC3.93e-023.63e-010.082
5977DPF2LZE4THumanEsophagusESCC7.04e-154.47e-010.0811
5977DPF2LZE7THumanEsophagusESCC6.72e-114.40e-010.0667
5977DPF2LZE8THumanEsophagusESCC2.55e-093.63e-010.067
5977DPF2LZE20THumanEsophagusESCC1.40e-196.14e-010.0662
5977DPF2LZE22THumanEsophagusESCC5.13e-043.11e-010.068
5977DPF2LZE24THumanEsophagusESCC1.13e-287.09e-010.0596
5977DPF2LZE6THumanEsophagusESCC1.50e-053.31e-010.0845
5977DPF2P1T-EHumanEsophagusESCC4.92e-042.96e-010.0875
5977DPF2P2T-EHumanEsophagusESCC1.05e-436.67e-010.1177
5977DPF2P4T-EHumanEsophagusESCC1.68e-439.07e-010.1323
5977DPF2P5T-EHumanEsophagusESCC2.10e-192.91e-010.1327
5977DPF2P8T-EHumanEsophagusESCC1.83e-426.85e-010.0889
5977DPF2P9T-EHumanEsophagusESCC6.31e-133.39e-010.1131
5977DPF2P10T-EHumanEsophagusESCC2.43e-548.55e-010.116
5977DPF2P11T-EHumanEsophagusESCC1.55e-186.54e-010.1426
5977DPF2P12T-EHumanEsophagusESCC1.29e-559.74e-010.1122
5977DPF2P15T-EHumanEsophagusESCC7.79e-347.93e-010.1149
5977DPF2P16T-EHumanEsophagusESCC8.10e-619.95e-010.1153
5977DPF2P17T-EHumanEsophagusESCC5.68e-165.46e-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
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:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:00022445Oral cavityOSCChematopoietic progenitor cell differentiation57/7305114/187231.09e-023.71e-0257
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:19015325ThyroidPTCregulation of hematopoietic progenitor cell differentiation18/596832/187233.72e-031.79e-0218
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
GO:190153212ThyroidATCregulation of hematopoietic progenitor cell differentiation19/629332/187232.46e-031.14e-0219
GO:00022448ThyroidATChematopoietic progenitor cell differentiation51/6293114/187238.62e-033.28e-0251
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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
DPF2SNVMissense_Mutationc.385G>Cp.Glu129Glnp.E129Qprotein_codingtolerated(0.08)possibly_damaging(0.617)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DPF2SNVMissense_Mutationnovelc.675G>Cp.Gln225Hisp.Q225Hprotein_codingtolerated_low_confidence(0.08)benign(0)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DPF2SNVMissense_Mutationc.803C>Ap.Ser268Tyrp.S268Yprotein_codingdeleterious(0.01)possibly_damaging(0.851)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DPF2SNVMissense_Mutationc.941N>Cp.Arg314Prop.R314Pprotein_codingdeleterious(0)benign(0.003)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DPF2SNVMissense_Mutationc.1001N>Gp.Tyr334Cysp.Y334Cprotein_codingdeleterious(0)probably_damaging(0.975)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DPF2SNVMissense_Mutationc.949C>Tp.His317Tyrp.H317Yprotein_codingdeleterious(0.01)possibly_damaging(0.856)TCGA-AG-3902-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DPF2SNVMissense_Mutationc.1153T>Ap.Cys385Serp.C385Sprotein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A01Y-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
DPF2SNVMissense_Mutationc.535N>Tp.Arg179Cysp.R179Cprotein_codingdeleterious(0)probably_damaging(0.969)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DPF2SNVMissense_Mutationnovelc.785C>Tp.Thr262Ilep.T262Iprotein_codingtolerated(0.15)probably_damaging(0.937)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DPF2SNVMissense_Mutationrs760880895c.113N>Ap.Arg38Hisp.R38Hprotein_codingdeleterious(0)probably_damaging(0.979)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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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