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: HBS1L

Gene summary for HBS1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HBS1L

Gene ID

10767

Gene nameHBS1 like translational GTPase
Gene AliasEF-1a
Cytomap6q23.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q9Y450


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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
10767HBS1LLZE2THumanEsophagusESCC8.24e-075.11e-010.082
10767HBS1LLZE4THumanEsophagusESCC5.99e-103.01e-010.0811
10767HBS1LLZE7THumanEsophagusESCC5.07e-098.39e-010.0667
10767HBS1LLZE8THumanEsophagusESCC4.91e-082.50e-010.067
10767HBS1LLZE20THumanEsophagusESCC3.51e-048.97e-020.0662
10767HBS1LLZE22THumanEsophagusESCC8.26e-041.83e-010.068
10767HBS1LLZE24THumanEsophagusESCC7.47e-152.82e-010.0596
10767HBS1LLZE21THumanEsophagusESCC4.93e-043.53e-010.0655
10767HBS1LLZE6THumanEsophagusESCC2.68e-072.29e-010.0845
10767HBS1LP1T-EHumanEsophagusESCC1.16e-032.85e-010.0875
10767HBS1LP2T-EHumanEsophagusESCC4.84e-541.15e+000.1177
10767HBS1LP4T-EHumanEsophagusESCC1.04e-124.37e-010.1323
10767HBS1LP5T-EHumanEsophagusESCC2.76e-143.04e-010.1327
10767HBS1LP8T-EHumanEsophagusESCC9.45e-193.08e-010.0889
10767HBS1LP9T-EHumanEsophagusESCC1.98e-071.37e-010.1131
10767HBS1LP10T-EHumanEsophagusESCC9.05e-273.62e-010.116
10767HBS1LP11T-EHumanEsophagusESCC5.51e-092.66e-010.1426
10767HBS1LP12T-EHumanEsophagusESCC8.53e-204.93e-010.1122
10767HBS1LP15T-EHumanEsophagusESCC3.97e-256.13e-010.1149
10767HBS1LP16T-EHumanEsophagusESCC1.54e-509.20e-010.1153
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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:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:000641412LiverHCCtranslational elongation36/795855/187234.94e-043.23e-0336
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:000641416Oral cavityOSCCtranslational elongation37/730555/187232.03e-051.94e-0437
GO:0006417110Oral cavityLPregulation of translation175/4623468/187234.49e-102.22e-08175
GO:000641417Oral cavityLPtranslational elongation25/462355/187236.27e-045.71e-0325
GO:000641726Oral cavityEOLPregulation of translation108/2218468/187234.04e-127.34e-10108
GO:000641422Oral cavityEOLPtranslational elongation17/221855/187231.36e-041.48e-0317
GO:000641728SkinAKregulation of translation102/1910468/187236.79e-142.36e-11102
GO:000641420SkinAKtranslational elongation12/191055/187238.41e-034.16e-0212
GO:000641729SkincSCCregulation of translation226/4864468/187238.78e-262.62e-23226
GO:000641423SkincSCCtranslational elongation30/486455/187236.13e-068.70e-0530
GO:0006417113ThyroidPTCregulation of translation236/5968468/187232.70e-172.52e-15236
GO:000641735ThyroidATCregulation of translation236/6293468/187232.39e-141.34e-12236
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0301531LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0513425Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa05134111Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa0301523Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa0513426Oral cavityLPLegionellosis33/241857/84653.29e-063.23e-052.08e-0533
hsa0301533Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa0513435Oral cavityLPLegionellosis33/241857/84653.29e-063.23e-052.08e-0533
hsa0301541Oral cavityEOLPmRNA surveillance pathway30/121897/84652.26e-051.20e-047.07e-0530
hsa0513443Oral cavityEOLPLegionellosis18/121857/84657.27e-042.73e-031.61e-0318
hsa0301551Oral cavityEOLPmRNA surveillance pathway30/121897/84652.26e-051.20e-047.07e-0530
hsa0513453Oral cavityEOLPLegionellosis18/121857/84657.27e-042.73e-031.61e-0318
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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
HBS1LSNVMissense_Mutationc.1205C>Tp.Ala402Valp.A402VQ9Y450protein_codingtolerated(0.08)possibly_damaging(0.615)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HBS1LSNVMissense_Mutationnovelc.869G>Tp.Arg290Ilep.R290IQ9Y450protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HBS1LSNVMissense_Mutationrs370235823c.2003N>Ap.Arg668Hisp.R668HQ9Y450protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HBS1LSNVMissense_Mutationc.1917G>Cp.Gln639Hisp.Q639HQ9Y450protein_codingtolerated(0.08)possibly_damaging(0.827)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HBS1LSNVMissense_Mutationrs758000781c.952G>Ap.Glu318Lysp.E318KQ9Y450protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HBS1LSNVMissense_Mutationrs540664818c.760C>Tp.Arg254Trpp.R254WQ9Y450protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HBS1LSNVMissense_Mutationc.1960N>Cp.Glu654Glnp.E654QQ9Y450protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
HBS1LSNVMissense_Mutationnovelc.393N>Cp.Lys131Asnp.K131NQ9Y450protein_codingtolerated(0.1)benign(0.16)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
HBS1LSNVMissense_Mutationrs774407298c.2002C>Tp.Arg668Cysp.R668CQ9Y450protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
HBS1LSNVMissense_Mutationrs777731477c.239G>Ap.Arg80Hisp.R80HQ9Y450protein_codingdeleterious(0.02)possibly_damaging(0.755)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=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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