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: LOXL4

Gene summary for LOXL4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LOXL4

Gene ID

84171

Gene namelysyl oxidase like 4
Gene AliasLOXC
Cytomap10q24.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96JB6


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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
84171LOXL4LZE4THumanEsophagusESCC8.55e-047.04e-020.0811
84171LOXL4P8T-EHumanEsophagusESCC2.30e-132.41e-010.0889
84171LOXL4P9T-EHumanEsophagusESCC4.41e-037.97e-020.1131
84171LOXL4P10T-EHumanEsophagusESCC4.86e-112.49e-010.116
84171LOXL4P12T-EHumanEsophagusESCC6.68e-134.03e-010.1122
84171LOXL4P16T-EHumanEsophagusESCC5.55e-224.98e-010.1153
84171LOXL4P30T-EHumanEsophagusESCC1.51e-043.72e-010.137
84171LOXL4P31T-EHumanEsophagusESCC3.80e-397.37e-010.1251
84171LOXL4P32T-EHumanEsophagusESCC4.96e-02-1.90e-020.1666
84171LOXL4P42T-EHumanEsophagusESCC6.06e-074.66e-020.1175
84171LOXL4P47T-EHumanEsophagusESCC1.26e-062.83e-010.1067
84171LOXL4P57T-EHumanEsophagusESCC3.69e-168.92e-010.0926
84171LOXL4P61T-EHumanEsophagusESCC1.76e-022.78e-020.099
84171LOXL4P62T-EHumanEsophagusESCC4.07e-055.34e-010.1302
84171LOXL4P76T-EHumanEsophagusESCC1.95e-216.74e-010.1207
84171LOXL4C38HumanOral cavityOSCC2.88e-033.11e-010.172
84171LOXL4C06HumanOral cavityOSCC4.85e-061.24e+000.2699
84171LOXL4C08HumanOral cavityOSCC5.27e-331.13e+000.1919
84171LOXL4SYSMH1HumanOral cavityOSCC9.25e-092.03e-010.1127
84171LOXL4SYSMH6HumanOral cavityOSCC9.26e-071.62e-010.1275
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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
∗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:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00301993EsophagusESCCcollagen fibril organization40/855261/187231.35e-036.44e-0340
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
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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
LOXL4SNVMissense_Mutationrs369951896c.288N>Cp.Trp96Cysp.W96CQ96JB6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
LOXL4SNVMissense_Mutationc.1476N>Tp.Met492Ilep.M492IQ96JB6protein_codingdeleterious(0)benign(0.11)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LOXL4SNVMissense_Mutationc.1226N>Cp.Arg409Thrp.R409TQ96JB6protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
LOXL4insertionFrame_Shift_Insnovelc.93_94insAGCCAGCACCCAAAGGAGGTAGCAGGCAGp.Leu32SerfsTer59p.L32Sfs*59Q96JB6protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
LOXL4insertionFrame_Shift_Insnovelc.2018_2019insAGTCAAGCTGGGTCCAATGAACCTGTGTTTGAGTAp.Tyr674ValfsTer36p.Y674Vfs*36Q96JB6protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
LOXL4SNVMissense_Mutationnovelc.2090T>Cp.Val697Alap.V697AQ96JB6protein_codingdeleterious(0.01)benign(0.43)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LOXL4SNVMissense_Mutationrs748722552c.1717G>Ap.Asp573Asnp.D573NQ96JB6protein_codingtolerated(1)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LOXL4SNVMissense_Mutationrs139735732c.337G>Ap.Gly113Argp.G113RQ96JB6protein_codingtolerated(0.63)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LOXL4SNVMissense_Mutationc.487N>Tp.Pro163Serp.P163SQ96JB6protein_codingdeleterious(0.03)probably_damaging(1)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LOXL4SNVMissense_Mutationc.382N>Ap.Val128Ilep.V128IQ96JB6protein_codingtolerated(0.08)benign(0.01)TCGA-A6-5656-01Colorectumcolon 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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