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: ZBTB48

Gene summary for ZBTB48

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBTB48

Gene ID

3104

Gene namezinc finger and BTB domain containing 48
Gene AliasHKR3
Cytomap1p36.31
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

A8K291


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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
3104ZBTB48LZE4THumanEsophagusESCC1.31e-021.36e-010.0811
3104ZBTB48LZE7THumanEsophagusESCC5.05e-063.34e-010.0667
3104ZBTB48LZE8THumanEsophagusESCC7.33e-072.17e-010.067
3104ZBTB48LZE20THumanEsophagusESCC2.51e-072.75e-010.0662
3104ZBTB48LZE24THumanEsophagusESCC4.51e-102.69e-010.0596
3104ZBTB48LZE21THumanEsophagusESCC6.87e-032.37e-010.0655
3104ZBTB48P1T-EHumanEsophagusESCC2.88e-042.61e-010.0875
3104ZBTB48P2T-EHumanEsophagusESCC1.74e-122.36e-010.1177
3104ZBTB48P4T-EHumanEsophagusESCC3.11e-051.93e-010.1323
3104ZBTB48P5T-EHumanEsophagusESCC2.68e-041.62e-010.1327
3104ZBTB48P8T-EHumanEsophagusESCC1.08e-112.22e-010.0889
3104ZBTB48P9T-EHumanEsophagusESCC5.81e-152.05e-010.1131
3104ZBTB48P10T-EHumanEsophagusESCC4.83e-163.00e-010.116
3104ZBTB48P11T-EHumanEsophagusESCC9.27e-052.78e-010.1426
3104ZBTB48P12T-EHumanEsophagusESCC1.19e-081.88e-010.1122
3104ZBTB48P15T-EHumanEsophagusESCC5.65e-143.20e-010.1149
3104ZBTB48P16T-EHumanEsophagusESCC2.32e-091.75e-010.1153
3104ZBTB48P20T-EHumanEsophagusESCC6.24e-132.97e-010.1124
3104ZBTB48P21T-EHumanEsophagusESCC1.23e-122.53e-010.1617
3104ZBTB48P22T-EHumanEsophagusESCC1.30e-071.65e-010.1236
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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
∗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:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:001083319EsophagusESCCtelomere maintenance via telomere lengthening61/855281/187235.24e-089.37e-0761
GO:003220014EsophagusESCCtelomere organization99/8552159/187231.77e-051.57e-0499
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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
ZBTB48MASTOral cavityADJTBP,GPSM2,TBC1D24, etc.1.80e-01The 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.
ZBTB48CD8TEXOral cavityADJTBP,GPSM2,TBC1D24, etc.0.00e+00The 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.
ZBTB48CD8TEXINTOral cavityADJTBP,GPSM2,TBC1D24, etc.0.00e+00The 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.
ZBTB48INMONOral cavityEOLPTBP,GPSM2,TBC1D24, etc.2.21e-01The 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.
ZBTB48CD8TEXOral cavityEOLPTBP,GPSM2,TBC1D24, etc.0.00e+00The 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.
ZBTB48CD8TEFFOral cavityEOLPTBP,GPSM2,TBC1D24, etc.1.36e-03The 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.
ZBTB48cDCOral cavityEOLPTBP,GPSM2,TBC1D24, etc.1.73e-03The 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.
ZBTB48MDSCsOral cavityEOLPTBP,GPSM2,TBC1D24, etc.0.00e+00The 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.
ZBTB48pDCOral cavityEOLPTBP,GPSM2,TBC1D24, etc.0.00e+00The 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.
ZBTB48NKOral cavityEOLPTBP,GPSM2,TBC1D24, etc.3.27e-03The 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.
∗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
ZBTB48SNVMissense_Mutationc.94G>Tp.Val32Leup.V32LP10074protein_codingtolerated(0.11)possibly_damaging(0.717)TCGA-E9-A247-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZBTB48deletionFrame_Shift_Delnovelc.1577delGp.Cys526LeufsTer12p.C526Lfs*12P10074protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ZBTB48SNVMissense_Mutationnovelc.1096C>Tp.Arg366Trpp.R366WP10074protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ZBTB48SNVMissense_Mutationc.1697G>Ap.Arg566Hisp.R566HP10074protein_codingtolerated(0.07)probably_damaging(0.971)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB48SNVMissense_Mutationrs751636477c.1832N>Ap.Arg611Hisp.R611HP10074protein_codingdeleterious(0)benign(0.299)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ZBTB48SNVMissense_Mutationrs753725004c.1097N>Ap.Arg366Glnp.R366QP10074protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB48SNVMissense_Mutationc.1592C>Tp.Thr531Ilep.T531IP10074protein_codingdeleterious(0.01)probably_damaging(0.974)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZBTB48SNVMissense_Mutationrs751172145c.1508N>Ap.Arg503Glnp.R503QP10074protein_codingdeleterious(0.01)possibly_damaging(0.903)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ZBTB48SNVMissense_Mutationc.1454N>Ap.Arg485Hisp.R485HP10074protein_codingdeleterious(0)probably_damaging(0.966)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZBTB48SNVMissense_Mutationnovelc.1886N>Gp.Gln629Argp.Q629RP10074protein_codingtolerated_low_confidence(0.09)benign(0.366)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
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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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