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: ZBTB44

Gene summary for ZBTB44

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZBTB44

Gene ID

29068

Gene namezinc finger and BTB domain containing 44
Gene AliasBTBD15
Cytomap11q24.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

H7BY22


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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
29068ZBTB44LZE4THumanEsophagusESCC1.28e-02-2.18e-020.0811
29068ZBTB44LZE7THumanEsophagusESCC3.49e-063.43e-020.0667
29068ZBTB44LZE20THumanEsophagusESCC2.98e-045.47e-020.0662
29068ZBTB44LZE22THumanEsophagusESCC7.17e-045.01e-020.068
29068ZBTB44LZE24THumanEsophagusESCC1.49e-194.91e-010.0596
29068ZBTB44LZE21THumanEsophagusESCC8.18e-066.39e-020.0655
29068ZBTB44LZE6THumanEsophagusESCC1.20e-051.31e-020.0845
29068ZBTB44P2T-EHumanEsophagusESCC4.63e-111.51e-010.1177
29068ZBTB44P4T-EHumanEsophagusESCC2.15e-224.57e-010.1323
29068ZBTB44P5T-EHumanEsophagusESCC3.71e-05-2.79e-030.1327
29068ZBTB44P8T-EHumanEsophagusESCC1.10e-234.73e-010.0889
29068ZBTB44P9T-EHumanEsophagusESCC4.79e-137.23e-020.1131
29068ZBTB44P10T-EHumanEsophagusESCC6.32e-285.10e-010.116
29068ZBTB44P11T-EHumanEsophagusESCC1.74e-102.60e-010.1426
29068ZBTB44P12T-EHumanEsophagusESCC3.38e-193.28e-010.1122
29068ZBTB44P15T-EHumanEsophagusESCC4.21e-225.49e-020.1149
29068ZBTB44P16T-EHumanEsophagusESCC3.01e-253.20e-010.1153
29068ZBTB44P17T-EHumanEsophagusESCC9.34e-047.98e-020.1278
29068ZBTB44P20T-EHumanEsophagusESCC1.96e-191.37e-010.1124
29068ZBTB44P21T-EHumanEsophagusESCC5.76e-162.89e-010.1617
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
ZBTB44SNVMissense_Mutationnovelc.1265N>Tp.Ser422Leup.S422Lprotein_codingdeleterious(0)benign(0.167)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZBTB44SNVMissense_Mutationc.362C>Tp.Ser121Leup.S121Lprotein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZBTB44SNVMissense_Mutationc.1022N>Tp.Ser341Leup.S341Lprotein_codingdeleterious(0.01)benign(0.197)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
ZBTB44deletionFrame_Shift_Delnovelc.725delNp.Pro242LeufsTer13p.P242Lfs*13protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZBTB44SNVMissense_Mutationc.1609N>Cp.Glu537Glnp.E537Qprotein_codingtolerated_low_confidence(0.13)benign(0.283)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ZBTB44SNVMissense_Mutationc.107N>Ap.Arg36Hisp.R36Hprotein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZBTB44SNVMissense_Mutationnovelc.1357C>Tp.Arg453Cysp.R453Cprotein_codingdeleterious(0)probably_damaging(0.944)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZBTB44SNVMissense_Mutationc.1198C>Ap.Gln400Lysp.Q400Kprotein_codingtolerated(0.26)benign(0.396)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
ZBTB44SNVMissense_Mutationc.393N>Ap.Asn131Lysp.N131Kprotein_codingdeleterious(0.02)benign(0.373)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
ZBTB44SNVMissense_Mutationc.446N>Ap.Ser149Tyrp.S149Yprotein_codingdeleterious(0.01)possibly_damaging(0.674)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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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