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: ZDBF2

Gene summary for ZDBF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZDBF2

Gene ID

57683

Gene namezinc finger DBF-type containing 2
Gene AliasSlx9
Cytomap2q33.3
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

N0DVX5


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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
57683ZDBF2LZE4THumanEsophagusESCC6.44e-072.97e-010.0811
57683ZDBF2LZE7THumanEsophagusESCC1.89e-085.99e-010.0667
57683ZDBF2P2T-EHumanEsophagusESCC2.06e-081.51e-010.1177
57683ZDBF2P9T-EHumanEsophagusESCC3.65e-038.10e-020.1131
57683ZDBF2P10T-EHumanEsophagusESCC7.90e-037.02e-020.116
57683ZDBF2P16T-EHumanEsophagusESCC9.35e-101.40e-010.1153
57683ZDBF2P22T-EHumanEsophagusESCC4.44e-081.53e-010.1236
57683ZDBF2P32T-EHumanEsophagusESCC8.84e-051.03e-010.1666
57683ZDBF2P37T-EHumanEsophagusESCC3.04e-071.29e-010.1371
57683ZDBF2P48T-EHumanEsophagusESCC3.97e-041.07e-010.0959
57683ZDBF2P49T-EHumanEsophagusESCC1.22e-036.53e-010.1768
57683ZDBF2P56T-EHumanEsophagusESCC3.65e-056.51e-010.1613
57683ZDBF2P62T-EHumanEsophagusESCC2.37e-059.93e-020.1302
57683ZDBF2P76T-EHumanEsophagusESCC8.40e-047.63e-020.1207
57683ZDBF2P79T-EHumanEsophagusESCC1.76e-122.34e-010.1154
57683ZDBF2P107T-EHumanEsophagusESCC1.41e-031.68e-010.171
57683ZDBF2P130T-EHumanEsophagusESCC9.67e-183.82e-010.1676
57683ZDBF2male-WTAHumanThyroidPTC9.88e-086.31e-020.1037
57683ZDBF2PTC01HumanThyroidPTC1.69e-053.47e-020.1899
57683ZDBF2PTC04HumanThyroidPTC1.74e-061.92e-010.1927
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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
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
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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
ZDBF2SNVMissense_Mutationc.6529N>Gp.His2177Aspp.H2177DQ9HCK1protein_codingtolerated(0.28)benign(0.023)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZDBF2SNVMissense_Mutationc.2125N>Tp.Asp709Tyrp.D709YQ9HCK1protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-A8-A07I-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
ZDBF2SNVMissense_Mutationnovelc.3068N>Tp.Arg1023Ilep.R1023IQ9HCK1protein_codingtolerated(0.17)possibly_damaging(0.797)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDBF2SNVMissense_Mutationnovelc.4442N>Gp.Glu1481Glyp.E1481GQ9HCK1protein_codingtolerated(0.08)possibly_damaging(0.452)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDBF2SNVMissense_Mutationrs749703720c.5024N>Ap.Arg1675Glnp.R1675QQ9HCK1protein_codingtolerated(0.07)benign(0.052)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDBF2SNVMissense_Mutationnovelc.7046N>Tp.Arg2349Ilep.R2349IQ9HCK1protein_codingdeleterious(0)benign(0.091)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZDBF2SNVMissense_Mutationnovelc.6959N>Gp.Ser2320Cysp.S2320CQ9HCK1protein_codingtolerated(0.18)benign(0)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZDBF2SNVMissense_Mutationc.3345N>Tp.Lys1115Asnp.K1115NQ9HCK1protein_codingdeleterious(0.01)probably_damaging(0.916)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZDBF2SNVMissense_Mutationnovelc.3208N>Ap.Asp1070Asnp.D1070NQ9HCK1protein_codingtolerated(0.21)benign(0.034)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZDBF2SNVMissense_Mutationrs781279011c.6683C>Tp.Ser2228Leup.S2228LQ9HCK1protein_codingtolerated(0.66)benign(0.023)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
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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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