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: STRADA

Gene summary for STRADA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STRADA

Gene ID

92335

Gene nameSTE20 related adaptor alpha
Gene AliasLYK5
Cytomap17q23.3
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q7RTN6


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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
92335STRADALZE4THumanEsophagusESCC1.70e-031.49e-010.0811
92335STRADALZE7THumanEsophagusESCC2.07e-155.61e-010.0667
92335STRADALZE8THumanEsophagusESCC9.77e-061.76e-010.067
92335STRADALZE24THumanEsophagusESCC1.68e-092.63e-010.0596
92335STRADALZE21THumanEsophagusESCC6.52e-032.74e-010.0655
92335STRADAP1T-EHumanEsophagusESCC2.65e-124.12e-010.0875
92335STRADAP2T-EHumanEsophagusESCC2.06e-081.80e-010.1177
92335STRADAP4T-EHumanEsophagusESCC1.36e-041.26e-010.1323
92335STRADAP8T-EHumanEsophagusESCC2.06e-081.65e-010.0889
92335STRADAP9T-EHumanEsophagusESCC1.11e-031.39e-010.1131
92335STRADAP10T-EHumanEsophagusESCC1.88e-112.19e-010.116
92335STRADAP11T-EHumanEsophagusESCC4.50e-195.24e-010.1426
92335STRADAP12T-EHumanEsophagusESCC4.40e-091.85e-010.1122
92335STRADAP15T-EHumanEsophagusESCC5.19e-071.83e-010.1149
92335STRADAP16T-EHumanEsophagusESCC3.89e-122.69e-010.1153
92335STRADAP17T-EHumanEsophagusESCC2.68e-031.71e-010.1278
92335STRADAP20T-EHumanEsophagusESCC4.83e-122.53e-010.1124
92335STRADAP21T-EHumanEsophagusESCC8.56e-122.32e-010.1617
92335STRADAP22T-EHumanEsophagusESCC9.20e-061.42e-010.1236
92335STRADAP23T-EHumanEsophagusESCC2.27e-244.94e-010.108
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:000661117EsophagusESCCprotein export from nucleus48/855257/187231.92e-094.39e-0848
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00069138LungIACnucleocytoplasmic transport63/2061301/187233.50e-072.54e-0563
GO:00511698LungIACnuclear transport63/2061301/187233.50e-072.54e-0563
GO:00719006LungIACregulation of protein serine/threonine kinase activity71/2061359/187236.33e-073.72e-0571
GO:00511688LungIACnuclear export38/2061154/187231.24e-066.45e-0538
GO:00458607LungIACpositive regulation of protein kinase activity72/2061386/187234.89e-061.96e-0472
GO:00719024LungIACpositive regulation of protein serine/threonine kinase activity44/2061200/187235.16e-062.04e-0444
GO:00336748LungIACpositive regulation of kinase activity83/2061467/187236.76e-062.45e-0483
GO:00066115LungIACprotein export from nucleus14/206157/187232.93e-032.61e-0214
GO:005116823LungMIACnuclear export18/967154/187231.01e-032.07e-0218
GO:003367431LungMIACpositive regulation of kinase activity40/967467/187231.22e-032.31e-0240
GO:000661122LungMIACprotein export from nucleus9/96757/187232.43e-033.56e-029
GO:004586022LungMIACpositive regulation of protein kinase activity33/967386/187233.24e-034.27e-0233
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
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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
STRADASNVMissense_Mutationnovelc.1012N>Tp.Asp338Tyrp.D338YQ7RTN6protein_codingdeleterious(0)possibly_damaging(0.652)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
STRADASNVMissense_Mutationc.497N>Ap.Gly166Aspp.G166DQ7RTN6protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
STRADASNVMissense_Mutationnovelc.676N>Gp.Arg226Glyp.R226GQ7RTN6protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
STRADASNVMissense_Mutationc.388N>Gp.Ile130Valp.I130VQ7RTN6protein_codingtolerated(0.12)benign(0.116)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STRADAinsertionFrame_Shift_Insnovelc.143_144insCCCCAp.Glu48AspfsTer5p.E48Dfs*5Q7RTN6protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STRADAinsertionNonsense_Mutationnovelc.141_142insTAGTAGGGAAAATGGTAAAACTGp.Glu48Terp.E48*Q7RTN6protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STRADAinsertionNonsense_Mutationnovelc.465_466insGGGGCCCAGGGAAGTCCTGGGAGGAGGCAGCCTTGAGp.Lys156GlyfsTer12p.K156Gfs*12Q7RTN6protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
STRADAinsertionNonsense_Mutationnovelc.249_250insCCCAGTCCTGACATTCCTTTCTATTCGAGAAGCAAGTAGCp.Thr84ProfsTer13p.T84Pfs*13Q7RTN6protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
STRADAdeletionFrame_Shift_Delnovelc.44delNp.Val15AlafsTer10p.V15Afs*10Q7RTN6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
STRADASNVMissense_Mutationnovelc.328N>Cp.Glu110Glnp.E110QQ7RTN6protein_codingdeleterious(0.05)probably_damaging(0.931)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
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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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