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: HN1L

Gene summary for HN1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HN1L

Gene ID

90861

Gene nameJupiter microtubule associated homolog 2
Gene AliasC16orf34
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9H910


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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
90861HN1LP1T-EHumanEsophagusESCC2.43e-085.49e-010.0875
90861HN1LP2T-EHumanEsophagusESCC3.97e-378.36e-010.1177
90861HN1LP4T-EHumanEsophagusESCC1.01e-361.05e+000.1323
90861HN1LP5T-EHumanEsophagusESCC2.45e-418.42e-010.1327
90861HN1LP8T-EHumanEsophagusESCC9.86e-388.51e-010.0889
90861HN1LP9T-EHumanEsophagusESCC5.28e-061.43e-010.1131
90861HN1LP10T-EHumanEsophagusESCC7.17e-253.51e-010.116
90861HN1LP11T-EHumanEsophagusESCC8.43e-147.49e-010.1426
90861HN1LP12T-EHumanEsophagusESCC1.00e-651.11e+000.1122
90861HN1LP15T-EHumanEsophagusESCC3.63e-491.03e+000.1149
90861HN1LP16T-EHumanEsophagusESCC9.52e-163.82e-010.1153
90861HN1LP17T-EHumanEsophagusESCC6.56e-146.78e-010.1278
90861HN1LP19T-EHumanEsophagusESCC3.69e-089.04e-010.1662
90861HN1LP20T-EHumanEsophagusESCC4.69e-305.88e-010.1124
90861HN1LP21T-EHumanEsophagusESCC2.36e-418.32e-010.1617
90861HN1LP22T-EHumanEsophagusESCC4.21e-355.78e-010.1236
90861HN1LP23T-EHumanEsophagusESCC2.31e-317.09e-010.108
90861HN1LP24T-EHumanEsophagusESCC1.60e-255.45e-010.1287
90861HN1LP26T-EHumanEsophagusESCC1.21e-326.08e-010.1276
90861HN1LP27T-EHumanEsophagusESCC3.39e-295.86e-010.1055
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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
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
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
∗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
HN1LSNVMissense_Mutationc.136A>Gp.Asn46Aspp.N46DQ9H910protein_codingtolerated(0.06)possibly_damaging(0.725)TCGA-E9-A1NI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
HN1LSNVMissense_Mutationc.194N>Ap.Gly65Glup.G65EQ9H910protein_codingdeleterious(0)probably_damaging(0.976)TCGA-HG-A2PA-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificTaxolPD
HN1LSNVMissense_Mutationc.196G>Ap.Gly66Serp.G66SQ9H910protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HN1LSNVMissense_Mutationc.374C>Tp.Ser125Leup.S125LQ9H910protein_codingtolerated(0.35)benign(0.003)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HN1LSNVMissense_Mutationnovelc.496N>Tp.Arg166Trpp.R166WQ9H910protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3522-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HN1LSNVMissense_Mutationnovelc.171N>Gp.Ile57Metp.I57MQ9H910protein_codingtolerated(0.25)benign(0.017)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
HN1LSNVMissense_Mutationc.374C>Tp.Ser125Leup.S125LQ9H910protein_codingtolerated(0.35)benign(0.003)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HN1LSNVMissense_Mutationc.515G>Ap.Arg172Hisp.R172HQ9H910protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HN1LSNVMissense_Mutationnovelc.371A>Gp.Lys124Argp.K124RQ9H910protein_codingtolerated(0.19)benign(0.049)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HN1LSNVMissense_Mutationc.374N>Tp.Ser125Leup.S125LQ9H910protein_codingtolerated(0.35)benign(0.003)TCGA-F5-6814-01Colorectumrectum 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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