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: HLF

Gene summary for HLF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HLF

Gene ID

3131

Gene nameHLF transcription factor, PAR bZIP family member
Gene AliasHLF
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q16534


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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
3131HLFNAFLD1HumanLiverNAFLD7.33e-161.29e+00-0.04
3131HLFS43HumanLiverCirrhotic4.65e-06-1.37e-01-0.0187
3131HLFHCC1_MengHumanLiverHCC9.82e-59-1.53e-010.0246
3131HLFHCC2_MengHumanLiverHCC1.75e-07-2.90e-010.0107
3131HLFcirrhotic1HumanLiverCirrhotic4.81e-06-2.44e-010.0202
3131HLFcirrhotic2HumanLiverCirrhotic5.20e-04-2.41e-010.0201
3131HLFHCC1HumanLiverHCC9.11e-154.22e+000.5336
3131HLFHCC2HumanLiverHCC5.56e-092.81e+000.5341
3131HLFPt13.aHumanLiverHCC2.64e-03-2.14e-010.021
3131HLFPt13.bHumanLiverHCC1.04e-02-1.92e-010.0251
3131HLFPt14.bHumanLiverHCC7.55e-044.50e-020.018
3131HLFPt14.dHumanLiverHCC2.97e-02-1.71e-010.0143
3131HLFC46HumanOral cavityOSCC1.29e-227.07e-010.1673
3131HLFLN22HumanOral cavityOSCC4.63e-026.18e-010.1733
3131HLFLN46HumanOral cavityOSCC8.56e-117.12e-010.1666
3131HLFSYSMH4HumanOral cavityOSCC3.64e-047.90e-020.1226
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00485115LiverNAFLDrhythmic process56/1882298/187233.03e-061.23e-0456
GO:004851111LiverCirrhoticrhythmic process103/4634298/187238.47e-059.19e-04103
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:004851116Oral cavityOSCCrhythmic process157/7305298/187231.00e-061.36e-05157
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
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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
HLFTREGCervixN_HPVRORA,TNFRSF25,TNF, etc.6.73e-02The 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.
HLFTFHEndometriumADJRORA,CCR6,RIOK2, etc.7.94e-02The 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.
HLFTH17EndometriumADJRORA,CCR6,RIOK2, etc.7.74e-02The 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.
HLFTFHEndometriumAEHRORA,CCR6,RIOK2, etc.2.12e-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.
HLFTH17EndometriumAEHRORA,CCR6,RIOK2, etc.1.05e-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.
HLFTFHEndometriumEECRORA,CCR6,RIOK2, etc.7.99e-02The 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.
HLFPVAEndometriumADJABCG2,TXNIP,MAOA, etc.4.86e-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.
HLFPVAEndometriumAEHABCG2,TXNIP,MAOA, etc.4.42e-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.
HLFPVAEndometriumEECABCG2,TXNIP,MAOA, etc.2.83e-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.
HLFMVAEndometriumEECABCG2,TXNIP,MAOA, etc.1.74e-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.
∗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
HLFSNVMissense_Mutationnovelc.748N>Cp.Glu250Glnp.E250QQ16534protein_codingdeleterious(0)probably_damaging(0.999)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
HLFSNVMissense_Mutationc.727C>Gp.Arg243Glyp.R243GQ16534protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
HLFSNVMissense_Mutationc.9N>Tp.Lys3Asnp.K3NQ16534protein_codingdeleterious_low_confidence(0)probably_damaging(0.986)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
HLFSNVMissense_Mutationc.773C>Tp.Ser258Leup.S258LQ16534protein_codingdeleterious(0)benign(0.37)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
HLFSNVMissense_Mutationc.773N>Gp.Ser258Trpp.S258WQ16534protein_codingdeleterious(0)probably_damaging(0.976)TCGA-E2-A158-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyarimidexSD
HLFSNVMissense_Mutationc.428N>Ap.Cys143Tyrp.C143YQ16534protein_codingtolerated(0.57)benign(0.365)TCGA-E2-A1B1-01Breastbreast invasive carcinomaFemale<65I/IIOther, specify in notesbiphosphonatezoledronicSD
HLFinsertionIn_Frame_Insnovelc.575_576insCTATACp.Met192delinsIleTyrThrp.M192delinsIYTQ16534protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HLFinsertionFrame_Shift_Insnovelc.577_578insGGTTCTGCAAAAATGCAAACCTCTGTCTTGTCp.Phe193TrpfsTer24p.F193Wfs*24Q16534protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HLFSNVMissense_Mutationnovelc.836N>Ap.Gly279Aspp.G279DQ16534protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HLFSNVMissense_Mutationnovelc.624G>Tp.Gln208Hisp.Q208HQ16534protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3947-01Colorectumcolon 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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