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: LOXL1

Gene summary for LOXL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LOXL1

Gene ID

4016

Gene namelysyl oxidase like 1
Gene AliasLOL
Cytomap15q24.1
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

Q08397


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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
4016LOXL1P2T-EHumanEsophagusESCC2.13e-273.66e-010.1177
4016LOXL1P4T-EHumanEsophagusESCC2.22e-164.36e-010.1323
4016LOXL1P5T-EHumanEsophagusESCC1.39e-021.73e-010.1327
4016LOXL1P8T-EHumanEsophagusESCC2.93e-152.83e-010.0889
4016LOXL1P9T-EHumanEsophagusESCC5.59e-031.97e-010.1131
4016LOXL1P10T-EHumanEsophagusESCC1.80e-478.10e-010.116
4016LOXL1P11T-EHumanEsophagusESCC4.94e-063.58e-010.1426
4016LOXL1P12T-EHumanEsophagusESCC2.62e-082.41e-010.1122
4016LOXL1P16T-EHumanEsophagusESCC6.08e-142.56e-010.1153
4016LOXL1P19T-EHumanEsophagusESCC1.41e-094.73e-010.1662
4016LOXL1P21T-EHumanEsophagusESCC2.28e-062.17e-010.1617
4016LOXL1P22T-EHumanEsophagusESCC5.79e-162.77e-010.1236
4016LOXL1P24T-EHumanEsophagusESCC4.30e-102.18e-010.1287
4016LOXL1P26T-EHumanEsophagusESCC8.12e-224.40e-010.1276
4016LOXL1P27T-EHumanEsophagusESCC3.69e-112.40e-010.1055
4016LOXL1P28T-EHumanEsophagusESCC9.96e-039.80e-020.1149
4016LOXL1P30T-EHumanEsophagusESCC9.28e-083.62e-010.137
4016LOXL1P32T-EHumanEsophagusESCC6.98e-031.66e-010.1666
4016LOXL1P36T-EHumanEsophagusESCC7.16e-032.47e-010.1187
4016LOXL1P37T-EHumanEsophagusESCC1.84e-225.54e-010.1371
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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
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: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:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:00301993EsophagusESCCcollagen fibril organization40/855261/187231.35e-036.44e-0340
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:003249617Oral cavityOSCCresponse to lipopolysaccharide178/7305343/187237.27e-071.03e-05178
GO:000223717Oral cavityOSCCresponse to molecule of bacterial origin181/7305363/187231.48e-051.49e-04181
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
GO:001820513Oral cavityLPpeptidyl-lysine modification136/4623376/187233.64e-071.06e-05136
GO:003249618Oral cavityLPresponse to lipopolysaccharide112/4623343/187234.90e-044.60e-03112
GO:000223718Oral cavityLPresponse to molecule of bacterial origin115/4623363/187231.42e-031.13e-02115
GO:00182059ThyroidPTCpeptidyl-lysine modification188/5968376/187231.34e-137.09e-12188
GO:00301986ThyroidPTCextracellular matrix organization124/5968301/187233.75e-042.53e-03124
GO:00430626ThyroidPTCextracellular structure organization124/5968302/187234.38e-042.92e-03124
GO:00452296ThyroidPTCexternal encapsulating structure organization124/5968304/187235.96e-043.79e-03124
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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
LOXL1SNVMissense_Mutationc.1388T>Cp.Leu463Prop.L463PQ08397protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A12V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LOXL1SNVMissense_Mutationc.1684N>Tp.Arg562Cysp.R562CQ08397protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
LOXL1SNVMissense_Mutationrs199938623c.1190N>Tp.Ala397Valp.A397VQ08397protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AZ-6603-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LOXL1SNVMissense_Mutationc.1711A>Cp.Ile571Leup.I571LQ08397protein_codingtolerated(0.12)benign(0.191)TCGA-DM-A1DA-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LOXL1SNVMissense_Mutationc.1288N>Tp.Gly430Cysp.G430CQ08397protein_codingdeleterious(0)probably_damaging(1)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
LOXL1SNVMissense_Mutationrs772638560c.1573N>Ap.Asp525Asnp.D525NQ08397protein_codingdeleterious(0)probably_damaging(0.968)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LOXL1SNVMissense_Mutationnovelc.1450N>Ap.Asp484Asnp.D484NQ08397protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AJ-A2QN-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LOXL1SNVMissense_Mutationnovelc.1271A>Gp.Gln424Argp.Q424RQ08397protein_codingdeleterious(0.02)benign(0.022)TCGA-AP-A1DM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LOXL1SNVMissense_Mutationrs371856329c.1243G>Ap.Asp415Asnp.D415NQ08397protein_codingdeleterious(0.01)possibly_damaging(0.454)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LOXL1SNVMissense_Mutationrs767663121c.1261C>Tp.Arg421Cysp.R421CQ08397protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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