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: HLTF

Gene summary for HLTF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HLTF

Gene ID

6596

Gene namehelicase like transcription factor
Gene AliasHIP116
Cytomap3q24
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A0C4DGA6


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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
6596HLTFLZE2THumanEsophagusESCC5.56e-081.27e+000.082
6596HLTFLZE3DHumanEsophagusHGIN3.05e-024.48e-010.0668
6596HLTFLZE4THumanEsophagusESCC1.25e-176.15e-010.0811
6596HLTFLZE7THumanEsophagusESCC4.33e-169.20e-010.0667
6596HLTFLZE8THumanEsophagusESCC1.10e-113.39e-010.067
6596HLTFLZE20THumanEsophagusESCC5.34e-041.60e-010.0662
6596HLTFLZE22THumanEsophagusESCC2.33e-043.25e-010.068
6596HLTFLZE24THumanEsophagusESCC1.03e-155.50e-010.0596
6596HLTFLZE6THumanEsophagusESCC3.99e-024.40e-010.0845
6596HLTFP1T-EHumanEsophagusESCC4.04e-075.33e-010.0875
6596HLTFP2T-EHumanEsophagusESCC2.41e-781.57e+000.1177
6596HLTFP4T-EHumanEsophagusESCC1.77e-245.87e-010.1323
6596HLTFP5T-EHumanEsophagusESCC1.72e-418.86e-010.1327
6596HLTFP8T-EHumanEsophagusESCC9.44e-234.90e-010.0889
6596HLTFP9T-EHumanEsophagusESCC1.21e-062.28e-010.1131
6596HLTFP10T-EHumanEsophagusESCC4.14e-539.39e-010.116
6596HLTFP11T-EHumanEsophagusESCC5.77e-164.65e-010.1426
6596HLTFP12T-EHumanEsophagusESCC8.87e-275.46e-010.1122
6596HLTFP15T-EHumanEsophagusESCC5.49e-398.74e-010.1149
6596HLTFP16T-EHumanEsophagusESCC2.96e-751.15e+000.1153
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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
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:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
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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
HLTFBASEndometriumHealthySREBF1,EZH2,DDX58, etc.2.54e-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.
HLTFMASTOral cavityADJEXD3,NKAPD1,TMEM220, etc.6.47e-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.
HLTFNKOral cavityHealthyEXD3,NKAPD1,TMEM220, etc.1.97e-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.
HLTFMASTOral cavityHealthyEXD3,NKAPD1,TMEM220, etc.2.13e-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.
HLTFMASTOral cavityLPEXD3,NKAPD1,TMEM220, etc.1.65e-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.
HLTFCD8TEXPOral cavityLPEXD3,NKAPD1,TMEM220, etc.3.71e-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.
HLTFMASTOral cavityOSCCEXD3,NKAPD1,TMEM220, etc.2.23e-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.
HLTFSMCPancreasADJCEP76,BTBD3,CC2D2B, etc.2.49e-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.
HLTFPSCPancreasADJCEP76,BTBD3,CC2D2B, etc.1.25e-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.
HLTFFIBPancreasPDACCEP76,BTBD3,CC2D2B, etc.3.13e-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.
∗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
HLTFSNVMissense_Mutationc.3000N>Gp.Ile1000Metp.I1000MQ14527protein_codingtolerated(0.06)benign(0.03)TCGA-A2-A0T1-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyherceptinSD
HLTFSNVMissense_Mutationc.952C>Gp.Leu318Valp.L318VQ14527protein_codingdeleterious(0.01)possibly_damaging(0.848)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HLTFSNVMissense_Mutationrs146224624c.2030T>Cp.Ile677Thrp.I677TQ14527protein_codingtolerated(0.05)benign(0.113)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HLTFSNVMissense_Mutationrs746982688c.1013N>Gp.Ser338Cysp.S338CQ14527protein_codingtolerated(0.1)possibly_damaging(0.526)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HLTFSNVMissense_Mutationnovelc.1378N>Tp.Ala460Serp.A460SQ14527protein_codingtolerated(0.71)benign(0.031)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
HLTFinsertionFrame_Shift_Insnovelc.1214_1215insTGTTTTTTTGTTTGTTTGTTTGTp.Ser406ValfsTer8p.S406Vfs*8Q14527protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HLTFinsertionIn_Frame_Insnovelc.1212_1213insTCAGCAGATp.Glu404_Thr405insSerAlaAspp.E404_T405insSADQ14527protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HLTFSNVMissense_Mutationrs773811328c.1151G>Ap.Arg384Hisp.R384HQ14527protein_codingtolerated(0.57)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HLTFSNVMissense_Mutationc.1454N>Tp.Ser485Phep.S485FQ14527protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HLTFSNVMissense_Mutationnovelc.2441N>Tp.Pro814Leup.P814LQ14527protein_codingtolerated(0.5)benign(0.023)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<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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