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: TLR7

Gene summary for TLR7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TLR7

Gene ID

51284

Gene nametoll like receptor 7
Gene AliasIMD74
CytomapXp22.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B2R9N9


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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
51284TLR7HCC1HumanLiverHCC1.39e-091.42e+000.5336
51284TLR7HCC2HumanLiverHCC7.72e-171.40e+000.5341
51284TLR7HCC5HumanLiverHCC1.31e-081.01e+000.4932
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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
∗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:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
GO:00985861LiverHCCcellular response to virus57/795884/187232.30e-063.11e-0557
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:00324814LiverHCCpositive regulation of type I interferon production41/795858/187231.29e-051.44e-0441
GO:003109822LiverHCCstress-activated protein kinase signaling cascade138/7958247/187231.43e-051.57e-04138
GO:005140322LiverHCCstress-activated MAPK cascade134/7958239/187231.50e-051.64e-04134
GO:0032479LiverHCCregulation of type I interferon production60/795895/187233.84e-053.80e-0460
GO:0032606LiverHCCtype I interferon production60/795895/187233.84e-053.80e-0460
GO:00712601LiverHCCcellular response to mechanical stimulus48/795881/187231.72e-038.96e-0348
GO:0032728LiverHCCpositive regulation of interferon-beta production26/795839/187231.99e-031.01e-0226
GO:00096124LiverHCCresponse to mechanical stimulus113/7958216/187232.20e-031.10e-02113
GO:0002224LiverHCCtoll-like receptor signaling pathway67/7958121/187232.87e-031.34e-0267
GO:000725412LiverHCCJNK cascade89/7958167/187233.09e-031.44e-0289
GO:19012242LiverHCCpositive regulation of NIK/NF-kappaB signaling41/795869/187233.38e-031.54e-0241
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517142LiverHCCCoronavirus disease - COVID-19167/4020232/84651.50e-144.19e-132.33e-13167
hsa0516421LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
hsa0517152LiverHCCCoronavirus disease - COVID-19167/4020232/84651.50e-144.19e-132.33e-13167
hsa0516431LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
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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
TLR7SNVMissense_Mutationc.644N>Gp.Asn215Serp.N215SQ9NYK1protein_codingtolerated(0.06)possibly_damaging(0.54)TCGA-A2-A0ES-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
TLR7SNVMissense_Mutationc.708N>Ap.Met236Ilep.M236IQ9NYK1protein_codingtolerated(0.3)benign(0)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TLR7SNVMissense_Mutationc.457N>Tp.Leu153Phep.L153FQ9NYK1protein_codingdeleterious(0.01)possibly_damaging(0.803)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TLR7SNVMissense_Mutationnovelc.2464N>Ap.Gly822Serp.G822SQ9NYK1protein_codingdeleterious(0.01)possibly_damaging(0.882)TCGA-AC-A7VB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TLR7SNVMissense_Mutationc.1210C>Tp.Leu404Phep.L404FQ9NYK1protein_codingtolerated(0.08)benign(0.157)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TLR7SNVMissense_Mutationc.208C>Tp.Leu70Phep.L70FQ9NYK1protein_codingdeleterious(0)benign(0.172)TCGA-BH-A0E1-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TLR7SNVMissense_Mutationc.1801N>Gp.Leu601Valp.L601VQ9NYK1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
TLR7SNVMissense_Mutationrs750881108c.2015N>Ap.Gly672Aspp.G672DQ9NYK1protein_codingtolerated(0.25)benign(0.371)TCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
TLR7SNVMissense_Mutationrs757257297c.664G>Cp.Val222Leup.V222LQ9NYK1protein_codingtolerated(0.29)benign(0)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TLR7SNVMissense_Mutationc.2402C>Tp.Thr801Metp.T801MQ9NYK1protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
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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
51284TLR7DRUGGABLE GENOMEagonistCHEMBL1282IMIQUIMOD
51284TLR7DRUGGABLE GENOMEMEDI9197TELRATOLIMOD
51284TLR7DRUGGABLE GENOMEANA773
51284TLR7DRUGGABLE GENOMEIsatoribineISATORIBINE
51284TLR7DRUGGABLE GENOMEantagonist178103773HYDROXYCHLOROQUINE
51284TLR7DRUGGABLE GENOMEagonist178101715LOXORIBINE
51284TLR7DRUGGABLE GENOMEDSP-0509
51284TLR7DRUGGABLE GENOMEIMIQUIMODIMIQUIMOD
51284TLR7DRUGGABLE GENOMEDV1179
51284TLR7DRUGGABLE GENOME852
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