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: GRWD1

Gene summary for GRWD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRWD1

Gene ID

83743

Gene nameglutamate rich WD repeat containing 1
Gene AliasCDW4
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0006260

UniProtAcc

Q9BQ67


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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
83743GRWD1LZE4THumanEsophagusESCC1.83e-051.86e-020.0811
83743GRWD1LZE7THumanEsophagusESCC1.61e-052.92e-010.0667
83743GRWD1LZE8THumanEsophagusESCC8.56e-051.73e-010.067
83743GRWD1LZE24THumanEsophagusESCC5.69e-091.63e-010.0596
83743GRWD1P1T-EHumanEsophagusESCC6.80e-052.45e-010.0875
83743GRWD1P2T-EHumanEsophagusESCC8.08e-163.03e-010.1177
83743GRWD1P4T-EHumanEsophagusESCC6.29e-173.80e-010.1323
83743GRWD1P5T-EHumanEsophagusESCC4.13e-142.90e-010.1327
83743GRWD1P8T-EHumanEsophagusESCC1.77e-234.18e-010.0889
83743GRWD1P9T-EHumanEsophagusESCC1.83e-141.36e-010.1131
83743GRWD1P10T-EHumanEsophagusESCC1.19e-253.43e-010.116
83743GRWD1P11T-EHumanEsophagusESCC1.23e-095.20e-010.1426
83743GRWD1P12T-EHumanEsophagusESCC5.78e-193.27e-010.1122
83743GRWD1P15T-EHumanEsophagusESCC3.57e-234.50e-010.1149
83743GRWD1P16T-EHumanEsophagusESCC1.20e-172.52e-010.1153
83743GRWD1P17T-EHumanEsophagusESCC1.35e-113.55e-010.1278
83743GRWD1P19T-EHumanEsophagusESCC8.12e-113.37e-010.1662
83743GRWD1P20T-EHumanEsophagusESCC1.76e-141.25e-010.1124
83743GRWD1P21T-EHumanEsophagusESCC2.55e-172.65e-010.1617
83743GRWD1P22T-EHumanEsophagusESCC1.26e-163.95e-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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:003149811EsophagusESCCchromatin disassembly16/855220/187231.85e-038.40e-0316
GO:003298616EsophagusESCCprotein-DNA complex disassembly16/855220/187231.85e-038.40e-0316
GO:000633713EsophagusESCCnucleosome disassembly14/855218/187235.77e-032.14e-0214
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:003298411LiverHCCprotein-containing complex disassembly138/7958224/187235.59e-091.46e-07138
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:003298611LiverHCCprotein-DNA complex disassembly15/795820/187233.31e-031.51e-0215
GO:000633711LiverHCCnucleosome disassembly13/795818/187231.05e-023.89e-0213
GO:00314983LiverHCCchromatin disassembly14/795820/187231.21e-024.41e-0214
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:00329868Oral cavityOSCCprotein-DNA complex disassembly15/730520/187231.19e-035.99e-0315
GO:00063375Oral cavityOSCCnucleosome disassembly13/730518/187234.45e-031.79e-0213
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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
GRWD1SNVMissense_Mutationnovelc.989G>Ap.Gly330Glup.G330EQ9BQ67protein_codingdeleterious(0)probably_damaging(0.999)TCGA-OL-A66N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GRWD1insertionFrame_Shift_Insnovelc.245_246insTTTGCATATATp.Glu82AspfsTer26p.E82Dfs*26Q9BQ67protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GRWD1SNVMissense_Mutationc.1047N>Gp.Phe349Leup.F349LQ9BQ67protein_codingdeleterious(0.05)probably_damaging(0.951)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GRWD1SNVMissense_Mutationnovelc.874C>Tp.Arg292Trpp.R292WQ9BQ67protein_codingdeleterious(0)probably_damaging(0.999)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GRWD1SNVMissense_Mutationc.145N>Gp.Met49Valp.M49VQ9BQ67protein_codingtolerated(0.57)benign(0.101)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
GRWD1SNVMissense_Mutationnovelc.1031C>Tp.Ser344Phep.S344FQ9BQ67protein_codingdeleterious(0.01)possibly_damaging(0.738)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GRWD1SNVMissense_Mutationc.997N>Gp.Lys333Glup.K333EQ9BQ67protein_codingtolerated(0.08)possibly_damaging(0.877)TCGA-AP-A0LG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GRWD1SNVMissense_Mutationc.1013G>Ap.Arg338Glnp.R338QQ9BQ67protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
GRWD1SNVMissense_Mutationrs755256324c.1115C>Tp.Ser372Leup.S372LQ9BQ67protein_codingdeleterious(0.02)possibly_damaging(0.903)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
GRWD1SNVMissense_Mutationc.375A>Cp.Glu125Aspp.E125DQ9BQ67protein_codingtolerated(1)benign(0)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<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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