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: BLZF1

Gene summary for BLZF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BLZF1

Gene ID

8548

Gene namebasic leucine zipper nuclear factor 1
Gene AliasGOLGIN-45
Cytomap1q24.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9H2G9


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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
8548BLZF1LZE4THumanEsophagusESCC5.29e-042.30e-010.0811
8548BLZF1LZE7THumanEsophagusESCC6.49e-083.18e-010.0667
8548BLZF1LZE8THumanEsophagusESCC4.17e-041.58e-010.067
8548BLZF1LZE20THumanEsophagusESCC2.20e-035.64e-020.0662
8548BLZF1LZE24THumanEsophagusESCC2.40e-093.30e-010.0596
8548BLZF1LZE21THumanEsophagusESCC1.87e-061.80e-010.0655
8548BLZF1LZE6THumanEsophagusESCC1.36e-061.23e-010.0845
8548BLZF1P2T-EHumanEsophagusESCC7.57e-232.75e-010.1177
8548BLZF1P4T-EHumanEsophagusESCC1.70e-244.98e-010.1323
8548BLZF1P5T-EHumanEsophagusESCC3.97e-183.93e-010.1327
8548BLZF1P8T-EHumanEsophagusESCC3.08e-112.22e-010.0889
8548BLZF1P9T-EHumanEsophagusESCC9.68e-102.47e-010.1131
8548BLZF1P10T-EHumanEsophagusESCC1.02e-153.09e-010.116
8548BLZF1P11T-EHumanEsophagusESCC3.62e-135.11e-010.1426
8548BLZF1P12T-EHumanEsophagusESCC2.35e-152.00e-010.1122
8548BLZF1P15T-EHumanEsophagusESCC3.57e-112.24e-010.1149
8548BLZF1P16T-EHumanEsophagusESCC1.20e-152.04e-010.1153
8548BLZF1P17T-EHumanEsophagusESCC1.01e-113.04e-010.1278
8548BLZF1P20T-EHumanEsophagusESCC2.60e-213.61e-010.1124
8548BLZF1P21T-EHumanEsophagusESCC3.40e-275.04e-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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:000689315EsophagusESCCGolgi to plasma membrane transport48/855260/187235.11e-089.16e-0748
GO:004300114EsophagusESCCGolgi to plasma membrane protein transport34/855240/187233.00e-074.27e-0634
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:006195114EsophagusESCCestablishment of protein localization to plasma membrane44/855260/187231.25e-051.15e-0444
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:000689321LiverHCCGolgi to plasma membrane transport44/795860/187231.24e-061.81e-0544
GO:004300121LiverHCCGolgi to plasma membrane protein transport32/795840/187231.40e-062.01e-0532
GO:006195111LiverHCCestablishment of protein localization to plasma membrane41/795860/187234.65e-054.49e-0441
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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
BLZF1SNVMissense_Mutationc.845C>Gp.Thr282Serp.T282SQ9H2G9protein_codingtolerated(0.22)possibly_damaging(0.582)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
BLZF1insertionIn_Frame_Insnovelc.290_291insTGGCACTAAp.Thr97_Lys98insGlyThrLysp.T97_K98insGTKQ9H2G9protein_codingTCGA-A1-A0SM-01Breastbreast invasive carcinomaMale>=65I/IIUnknownUnknownSD
BLZF1SNVMissense_Mutationrs369684533c.455G>Ap.Arg152Hisp.R152HQ9H2G9protein_codingtolerated(0.12)benign(0.01)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
BLZF1SNVMissense_Mutationc.875C>Tp.Thr292Ilep.T292IQ9H2G9protein_codingtolerated(0.2)probably_damaging(0.976)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BLZF1SNVMissense_Mutationnovelc.381N>Tp.Lys127Asnp.K127NQ9H2G9protein_codingdeleterious(0.01)possibly_damaging(0.848)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BLZF1SNVMissense_Mutationrs138245508c.772N>Tp.Arg258Cysp.R258CQ9H2G9protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
BLZF1SNVMissense_Mutationrs768658214c.1180C>Tp.Arg394Trpp.R394WQ9H2G9protein_codingdeleterious(0.01)benign(0.394)TCGA-AA-A01C-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
BLZF1SNVMissense_Mutationnovelc.217G>Tp.Ala73Serp.A73SQ9H2G9protein_codingtolerated_low_confidence(0.34)benign(0.024)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BLZF1SNVMissense_Mutationc.187N>Ap.Leu63Ilep.L63IQ9H2G9protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.997)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BLZF1SNVMissense_Mutationc.923N>Ap.Ser308Tyrp.S308YQ9H2G9protein_codingtolerated(0.15)possibly_damaging(0.534)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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