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: ROBO1

Gene summary for ROBO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ROBO1

Gene ID

6091

Gene nameroundabout guidance receptor 1
Gene AliasDUTT1
Cytomap3p12.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9Y6N7


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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
6091ROBO1CA_HPV_3HumanCervixCC1.01e-035.44e-020.0414
6091ROBO1CCI_1HumanCervixCC2.67e-081.62e+000.528
6091ROBO1CCI_2HumanCervixCC3.41e-027.07e-010.5249
6091ROBO1CCI_3HumanCervixCC1.20e-191.62e+000.516
6091ROBO1LZE8THumanEsophagusESCC1.62e-094.10e-010.067
6091ROBO1LZE24THumanEsophagusESCC1.83e-052.10e-010.0596
6091ROBO1P1T-EHumanEsophagusESCC3.72e-027.70e-020.0875
6091ROBO1P2T-EHumanEsophagusESCC7.94e-366.45e-010.1177
6091ROBO1P4T-EHumanEsophagusESCC1.71e-154.09e-010.1323
6091ROBO1P10T-EHumanEsophagusESCC4.93e-132.07e-010.116
6091ROBO1P11T-EHumanEsophagusESCC2.93e-073.78e-010.1426
6091ROBO1P12T-EHumanEsophagusESCC5.84e-081.45e-010.1122
6091ROBO1P16T-EHumanEsophagusESCC2.64e-086.01e-020.1153
6091ROBO1P20T-EHumanEsophagusESCC1.26e-337.99e-010.1124
6091ROBO1P22T-EHumanEsophagusESCC5.81e-041.26e-030.1236
6091ROBO1P23T-EHumanEsophagusESCC9.08e-225.95e-010.108
6091ROBO1P24T-EHumanEsophagusESCC9.29e-091.88e-010.1287
6091ROBO1P26T-EHumanEsophagusESCC1.55e-123.99e-010.1276
6091ROBO1P27T-EHumanEsophagusESCC8.59e-214.56e-010.1055
6091ROBO1P30T-EHumanEsophagusESCC2.58e-031.93e-010.137
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
∗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:005076721Oral cavityNEOLPregulation of neurogenesis62/2005364/187231.50e-041.71e-0362
GO:003134631Oral cavityNEOLPpositive regulation of cell projection organization60/2005353/187232.01e-042.17e-0360
GO:00032312Oral cavityNEOLPcardiac ventricle development27/2005123/187232.14e-042.27e-0327
GO:00350238Oral cavityNEOLPregulation of Rho protein signal transduction21/200586/187232.26e-042.37e-0321
GO:0001960Oral cavityNEOLPnegative regulation of cytokine-mediated signaling pathway20/200581/187232.69e-042.71e-0320
GO:0060840Oral cavityNEOLPartery development23/2005100/187233.00e-042.97e-0323
GO:004657815Oral cavityNEOLPregulation of Ras protein signal transduction36/2005189/187234.30e-043.92e-0336
GO:004586024Oral cavityNEOLPpositive regulation of protein kinase activity63/2005386/187234.41e-043.99e-0363
GO:00607611Oral cavityNEOLPnegative regulation of response to cytokine stimulus20/200586/187236.22e-045.33e-0320
GO:007190222Oral cavityNEOLPpositive regulation of protein serine/threonine kinase activity37/2005200/187236.45e-045.47e-0337
GO:005196212Oral cavityNEOLPpositive regulation of nervous system development47/2005272/187236.49e-045.47e-0347
GO:00032064Oral cavityNEOLPcardiac chamber morphogenesis25/2005121/187239.29e-047.20e-0325
GO:00032814Oral cavityNEOLPventricular septum development17/200571/187231.10e-038.28e-0317
GO:000317011Oral cavityNEOLPheart valve development16/200565/187231.11e-038.33e-0316
GO:00031761Oral cavityNEOLPaortic valve development11/200537/187231.26e-039.21e-0311
GO:001095032Oral cavityNEOLPpositive regulation of endopeptidase activity33/2005179/187231.30e-039.46e-0333
GO:000721921Oral cavityNEOLPNotch signaling pathway32/2005172/187231.31e-039.48e-0332
GO:005196012Oral cavityNEOLPregulation of nervous system development68/2005443/187231.46e-031.03e-0268
GO:005077221Oral cavityNEOLPpositive regulation of axonogenesis18/200579/187231.46e-031.03e-0218
GO:00032053Oral cavityNEOLPcardiac chamber development30/2005161/187231.78e-031.22e-0230
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043609CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa0436012CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0436023Oral cavityEOLPAxon guidance38/1218182/84651.02e-022.80e-021.65e-0238
hsa0436033Oral cavityEOLPAxon guidance38/1218182/84651.02e-022.80e-021.65e-0238
hsa0436041Oral cavityNEOLPAxon guidance37/1112182/84654.02e-031.64e-021.03e-0237
hsa0436051Oral cavityNEOLPAxon guidance37/1112182/84654.02e-031.64e-021.03e-0237
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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
ROBO1SNVMissense_Mutationrs770056315c.3778N>Cp.Thr1260Prop.T1260PQ9Y6N7protein_codingdeleterious(0)probably_damaging(0.947)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ROBO1SNVMissense_Mutationnovelc.2958C>Ap.Asn986Lysp.N986KQ9Y6N7protein_codingtolerated(0.19)benign(0.066)TCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
ROBO1SNVMissense_Mutationnovelc.1409N>Cp.Gly470Alap.G470AQ9Y6N7protein_codingtolerated(0.3)possibly_damaging(0.703)TCGA-A2-A0CV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ROBO1SNVMissense_Mutationnovelc.3740N>Tp.Ala1247Valp.A1247VQ9Y6N7protein_codingtolerated(0.08)benign(0.074)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ROBO1SNVMissense_Mutationc.4874N>Tp.Arg1625Ilep.R1625IQ9Y6N7protein_codingdeleterious_low_confidence(0)benign(0.355)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ROBO1SNVMissense_Mutationrs372853961c.3730N>Tp.Arg1244Trpp.R1244WQ9Y6N7protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ROBO1SNVMissense_Mutationrs756411742c.2295N>Gp.Ile765Metp.I765MQ9Y6N7protein_codingtolerated(0.13)benign(0.007)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ROBO1SNVMissense_Mutationc.440N>Ap.Cys147Tyrp.C147YQ9Y6N7protein_codingdeleterious(0)probably_damaging(1)TCGA-AQ-A1H2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinSD
ROBO1SNVMissense_Mutationc.1287N>Tp.Gln429Hisp.Q429HQ9Y6N7protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
ROBO1SNVMissense_Mutationrs770056315c.3778A>Cp.Thr1260Prop.T1260PQ9Y6N7protein_codingdeleterious(0)probably_damaging(0.947)TCGA-B6-A0I5-01Breastbreast invasive 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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