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: LRWD1

Gene summary for LRWD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRWD1

Gene ID

222229

Gene nameleucine rich repeats and WD repeat domain containing 1
Gene AliasCENP-33
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9UFC0


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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
222229LRWD1LZE7THumanEsophagusESCC5.10e-042.76e-010.0667
222229LRWD1LZE22THumanEsophagusESCC4.69e-021.98e-010.068
222229LRWD1LZE24THumanEsophagusESCC5.59e-063.24e-010.0596
222229LRWD1LZE21THumanEsophagusESCC1.17e-042.75e-010.0655
222229LRWD1P1T-EHumanEsophagusESCC1.80e-062.35e-010.0875
222229LRWD1P2T-EHumanEsophagusESCC2.75e-335.41e-010.1177
222229LRWD1P4T-EHumanEsophagusESCC2.93e-122.79e-010.1323
222229LRWD1P5T-EHumanEsophagusESCC9.71e-112.00e-010.1327
222229LRWD1P8T-EHumanEsophagusESCC1.96e-071.30e-010.0889
222229LRWD1P9T-EHumanEsophagusESCC1.67e-102.03e-010.1131
222229LRWD1P10T-EHumanEsophagusESCC4.57e-162.11e-010.116
222229LRWD1P11T-EHumanEsophagusESCC8.33e-104.28e-010.1426
222229LRWD1P12T-EHumanEsophagusESCC2.26e-225.17e-010.1122
222229LRWD1P15T-EHumanEsophagusESCC3.70e-204.24e-010.1149
222229LRWD1P16T-EHumanEsophagusESCC5.10e-325.06e-010.1153
222229LRWD1P17T-EHumanEsophagusESCC5.25e-135.60e-010.1278
222229LRWD1P19T-EHumanEsophagusESCC2.20e-033.81e-010.1662
222229LRWD1P20T-EHumanEsophagusESCC3.04e-123.71e-010.1124
222229LRWD1P21T-EHumanEsophagusESCC3.33e-306.34e-010.1617
222229LRWD1P22T-EHumanEsophagusESCC6.77e-222.81e-010.1236
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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
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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:003450211EsophagusESCCprotein localization to chromosome70/855292/187232.54e-095.64e-0870
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00062701EsophagusESCCDNA replication initiation27/855234/187236.01e-054.62e-0427
GO:007019914EsophagusESCCestablishment of protein localization to chromosome20/855225/187234.81e-042.69e-0320
GO:0071168EsophagusESCCprotein localization to chromatin21/855231/187231.10e-023.70e-0221
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00345021LiverHCCprotein localization to chromosome55/795892/187236.12e-043.82e-0355
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
GO:00701991LiverHCCestablishment of protein localization to chromosome17/795825/187238.94e-033.45e-0217
GO:007259418Oral cavityOSCCestablishment of protein localization to organelle284/7305422/187231.50e-321.35e-29284
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:00345023Oral cavityOSCCprotein localization to chromosome60/730592/187233.17e-074.79e-0660
GO:00062611Oral cavityOSCCDNA-dependent DNA replication84/7305151/187232.46e-052.30e-0484
GO:0006270Oral cavityOSCCDNA replication initiation25/730534/187234.63e-053.90e-0425
GO:00701995Oral cavityOSCCestablishment of protein localization to chromosome18/730525/187238.47e-044.47e-0318
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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
LRWD1SNVMissense_Mutationc.752N>Tp.Ser251Phep.S251FQ9UFC0protein_codingdeleterious(0.03)benign(0.08)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LRWD1SNVMissense_Mutationnovelc.602C>Tp.Ala201Valp.A201VQ9UFC0protein_codingtolerated(0.08)possibly_damaging(0.528)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRWD1SNVMissense_Mutationrs141553698c.1492C>Tp.Arg498Trpp.R498WQ9UFC0protein_codingdeleterious(0)benign(0.328)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
LRWD1SNVMissense_Mutationnovelc.1267N>Tp.Gly423Trpp.G423WQ9UFC0protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A1N3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
LRWD1SNVMissense_Mutationc.918N>Cp.Glu306Aspp.E306DQ9UFC0protein_codingtolerated(0.93)benign(0.005)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
LRWD1SNVMissense_Mutationnovelc.334N>Tp.Val112Phep.V112FQ9UFC0protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-C5-A7CJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
LRWD1SNVMissense_Mutationc.215N>Tp.Arg72Leup.R72LQ9UFC0protein_codingdeleterious(0.04)benign(0.396)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
LRWD1SNVMissense_Mutationnovelc.1826N>Tp.Trp609Leup.W609LQ9UFC0protein_codingtolerated(0.65)benign(0.001)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
LRWD1SNVMissense_Mutationrs781715136c.700N>Tp.Arg234Trpp.R234WQ9UFC0protein_codingtolerated(0.08)benign(0.019)TCGA-Q1-A6DW-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
LRWD1insertionFrame_Shift_Insnovelc.734_735insGCp.Ser245ArgfsTer28p.S245Rfs*28Q9UFC0protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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