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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: LRRC4

Gene summary for LRRC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRRC4

Gene ID

64101

Gene nameleucine rich repeat containing 4
Gene AliasNAG14
Cytomap7q32.1
Gene Typeprotein-coding
GO ID

GO:0001941

UniProtAcc

Q9HBW1


Top

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
64101LRRC4LZE7THumanEsophagusESCC1.89e-022.30e-010.0667
64101LRRC4LZE24THumanEsophagusESCC1.52e-104.08e-010.0596
64101LRRC4LZE21THumanEsophagusESCC6.55e-033.92e-010.0655
64101LRRC4P4T-EHumanEsophagusESCC6.51e-062.24e-010.1323
64101LRRC4P9T-EHumanEsophagusESCC8.58e-062.60e-010.1131
64101LRRC4P12T-EHumanEsophagusESCC8.79e-082.85e-010.1122
64101LRRC4P15T-EHumanEsophagusESCC3.03e-236.01e-010.1149
64101LRRC4P23T-EHumanEsophagusESCC5.87e-181.78e-010.108
64101LRRC4P26T-EHumanEsophagusESCC1.36e-114.01e-010.1276
64101LRRC4P27T-EHumanEsophagusESCC2.27e-144.09e-010.1055
64101LRRC4P28T-EHumanEsophagusESCC1.14e-329.08e-010.1149
64101LRRC4P30T-EHumanEsophagusESCC3.16e-281.01e+000.137
64101LRRC4P39T-EHumanEsophagusESCC3.05e-123.26e-010.0894
64101LRRC4P48T-EHumanEsophagusESCC1.45e-062.64e-010.0959
64101LRRC4P52T-EHumanEsophagusESCC2.51e-021.26e-010.1555
64101LRRC4P54T-EHumanEsophagusESCC1.70e-104.30e-010.0975
64101LRRC4P74T-EHumanEsophagusESCC4.05e-041.73e-010.1479
64101LRRC4P75T-EHumanEsophagusESCC4.20e-021.37e-010.1125
64101LRRC4P84T-EHumanEsophagusESCC1.42e-127.32e-010.0933
64101LRRC4P127T-EHumanEsophagusESCC4.75e-102.64e-010.0826
Page: 1 2 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
GO:003466013SkincSCCncRNA metabolic process234/4864485/187231.37e-264.77e-24234
GO:00063993SkincSCCtRNA metabolic process64/4864179/187232.34e-031.36e-0264
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
Page: 1 

Top

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
LRRC4NTNG2LRRC4_NTNG2NGLEsophagusESCC
Page: 1 

Top

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.
Page: 1 

Top

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
LRRC4SNVMissense_Mutationnovelc.1270N>Ap.Cys424Serp.C424SQ9HBW1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
LRRC4SNVMissense_Mutationnovelc.104N>Cp.Ile35Thrp.I35TQ9HBW1protein_codingtolerated_low_confidence(0.51)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRRC4SNVMissense_Mutationrs780904540c.1818N>Gp.Asn606Lysp.N606KQ9HBW1protein_codingtolerated_low_confidence(0.21)benign(0.01)TCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
LRRC4insertionNonsense_Mutationnovelc.1271_1272insACCACCAAGATCATCAp.Cys424Terp.C424*Q9HBW1protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
LRRC4SNVMissense_Mutationc.460N>Tp.Leu154Phep.L154FQ9HBW1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
LRRC4SNVMissense_Mutationc.224N>Gp.Ser75Trpp.S75WQ9HBW1protein_codingtolerated(0.11)probably_damaging(0.936)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
LRRC4SNVMissense_Mutationnovelc.1169N>Tp.Thr390Ilep.T390IQ9HBW1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A6-6137-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
LRRC4SNVMissense_Mutationc.1370N>Cp.Val457Alap.V457AQ9HBW1protein_codingdeleterious(0.03)probably_damaging(0.913)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LRRC4SNVMissense_Mutationrs746701145c.287N>Ap.Arg96Hisp.R96HQ9HBW1protein_codingdeleterious(0.02)possibly_damaging(0.867)TCGA-AA-A02O-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LRRC4SNVMissense_Mutationc.1799N>Tp.Thr600Ilep.T600IQ9HBW1protein_codingtolerated_low_confidence(0.17)benign(0.135)TCGA-CM-5868-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilSD
Page: 1 2 3 4 5 6 7 8 9 10 

Top

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
Page: 1