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: ROBO3

Gene summary for ROBO3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ROBO3

Gene ID

64221

Gene nameroundabout guidance receptor 3
Gene AliasHGPPS
Cytomap11q24.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q96MS0


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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
64221ROBO3P57T-EHumanEsophagusESCC1.99e-064.23e-020.0926
64221ROBO3P62T-EHumanEsophagusESCC1.09e-099.84e-020.1302
64221ROBO3P74T-EHumanEsophagusESCC1.48e-371.06e+000.1479
64221ROBO3P76T-EHumanEsophagusESCC2.39e-131.33e-010.1207
64221ROBO3P79T-EHumanEsophagusESCC1.13e-027.33e-030.1154
64221ROBO3P80T-EHumanEsophagusESCC6.32e-133.21e-010.155
64221ROBO3P83T-EHumanEsophagusESCC5.46e-202.62e-010.1738
64221ROBO3P89T-EHumanEsophagusESCC4.51e-042.10e-010.1752
64221ROBO3P107T-EHumanEsophagusESCC8.95e-055.19e-020.171
64221ROBO3P130T-EHumanEsophagusESCC1.70e-234.86e-010.1676
64221ROBO3HCC1_MengHumanLiverHCC3.42e-104.13e-020.0246
64221ROBO3S014HumanLiverHCC7.61e-227.04e-010.2254
64221ROBO3S015HumanLiverHCC1.14e-196.59e-010.2375
64221ROBO3S016HumanLiverHCC1.69e-297.07e-010.2243
64221ROBO3ATC11HumanThyroidATC2.59e-025.15e-010.3386
64221ROBO3ATC12HumanThyroidATC5.85e-082.02e-010.34
64221ROBO3ATC13HumanThyroidATC4.96e-071.14e-010.34
64221ROBO3ATC3HumanThyroidATC1.51e-116.88e-010.338
64221ROBO3ATC4HumanThyroidATC9.88e-112.76e-010.34
64221ROBO3ATC5HumanThyroidATC5.35e-101.27e-010.34
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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
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:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:00074113ThyroidATCaxon guidance96/6293227/187233.74e-031.63e-0296
GO:00974853ThyroidATCneuron projection guidance96/6293228/187234.36e-031.81e-0296
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
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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
ROBO3SNVMissense_Mutationc.55N>Gp.Leu19Valp.L19VQ96MS0protein_codingdeleterious_low_confidence(0.02)benign(0.164)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ROBO3SNVMissense_Mutationnovelc.3247N>Ap.Glu1083Lysp.E1083KQ96MS0protein_codingdeleterious(0)benign(0.257)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ROBO3SNVMissense_Mutationrs750349831c.770N>Ap.Arg257Hisp.R257HQ96MS0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A08O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelPD
ROBO3SNVMissense_Mutationc.583G>Cp.Glu195Glnp.E195QQ96MS0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ROBO3SNVMissense_Mutationc.3413G>Tp.Arg1138Leup.R1138LQ96MS0protein_codingdeleterious(0.01)benign(0.029)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ROBO3SNVMissense_Mutationnovelc.958G>Cp.Asp320Hisp.D320HQ96MS0protein_codingdeleterious(0.01)probably_damaging(1)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ROBO3SNVMissense_Mutationc.3235N>Gp.Leu1079Valp.L1079VQ96MS0protein_codingtolerated(0.09)probably_damaging(0.978)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ROBO3SNVMissense_Mutationrs763940056c.3749N>Ap.Arg1250Glnp.R1250QQ96MS0protein_codingdeleterious_low_confidence(0.01)benign(0.015)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
ROBO3SNVMissense_Mutationrs768882181c.3394N>Gp.Cys1132Glyp.C1132GQ96MS0protein_codingdeleterious(0.01)benign(0.026)TCGA-E2-A14Q-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ROBO3SNVMissense_Mutationrs774489623c.1237N>Ap.Ala413Thrp.A413TQ96MS0protein_codingtolerated(0.11)benign(0.135)TCGA-OL-A66K-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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