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: SPDYA

Gene summary for SPDYA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPDYA

Gene ID

245711

Gene namespeedy/RINGO cell cycle regulator family member A
Gene AliasRINGO3
Cytomap2p23.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q5MJ70


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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
245711SPDYAAEH-subject1HumanEndometriumAEH2.33e-153.57e-01-0.3059
245711SPDYAAEH-subject2HumanEndometriumAEH1.68e-103.62e-01-0.2525
245711SPDYAAEH-subject3HumanEndometriumAEH1.97e-143.92e-01-0.2576
245711SPDYAAEH-subject4HumanEndometriumAEH9.07e-062.73e-01-0.2657
245711SPDYAAEH-subject5HumanEndometriumAEH2.32e-511.04e+00-0.2953
245711SPDYAEEC-subject1HumanEndometriumEEC6.32e-133.77e-01-0.2682
245711SPDYAEEC-subject2HumanEndometriumEEC2.71e-062.26e-01-0.2607
245711SPDYAEEC-subject3HumanEndometriumEEC1.79e-062.48e-01-0.2525
245711SPDYAEEC-subject4HumanEndometriumEEC4.33e-266.53e-01-0.2571
245711SPDYAEEC-subject5HumanEndometriumEEC3.25e-133.29e-01-0.249
245711SPDYARNA-P17T-P17T-2HumanLungIAC2.13e-035.23e-010.3371
245711SPDYARNA-P17T-P17T-4HumanLungIAC1.48e-035.31e-010.343
245711SPDYARNA-P17T-P17T-6HumanLungIAC1.48e-034.87e-010.3385
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:003367414EndometriumAEHpositive regulation of kinase activity78/2100467/187232.03e-042.54e-0378
GO:00457877EndometriumAEHpositive regulation of cell cycle56/2100313/187232.73e-043.14e-0356
GO:00458609EndometriumAEHpositive regulation of protein kinase activity66/2100386/187233.14e-043.53e-0366
GO:00719008EndometriumAEHregulation of protein serine/threonine kinase activity61/2100359/187236.11e-045.98e-0361
GO:00719026EndometriumAEHpositive regulation of protein serine/threonine kinase activity37/2100200/187231.50e-031.24e-0237
GO:00447726EndometriumAEHmitotic cell cycle phase transition67/2100424/187232.37e-031.78e-0267
GO:003367415EndometriumEECpositive regulation of kinase activity83/2168467/187234.32e-057.10e-0483
GO:004578713EndometriumEECpositive regulation of cell cycle59/2168313/187231.04e-041.44e-0359
GO:004586014EndometriumEECpositive regulation of protein kinase activity69/2168386/187231.55e-041.96e-0369
GO:007190212EndometriumEECpositive regulation of protein serine/threonine kinase activity39/2168200/187237.39e-047.01e-0339
GO:007190013EndometriumEECregulation of protein serine/threonine kinase activity62/2168359/187238.17e-047.61e-0362
GO:004477213EndometriumEECmitotic cell cycle phase transition71/2168424/187238.68e-047.97e-0371
GO:00447723LungIACmitotic cell cycle phase transition85/2061424/187232.69e-083.20e-0685
GO:00719006LungIACregulation of protein serine/threonine kinase activity71/2061359/187236.33e-073.72e-0571
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:00000823LungIACG1/S transition of mitotic cell cycle46/2061214/187236.13e-062.29e-0446
GO:00336748LungIACpositive regulation of kinase activity83/2061467/187236.76e-062.45e-0483
GO:00448433LungIACcell cycle G1/S phase transition49/2061241/187231.54e-054.49e-0449
GO:00457875LungIACpositive regulation of cell cycle56/2061313/187231.69e-043.01e-0356
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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
SPDYASNVMissense_Mutationc.844N>Cp.Ser282Prop.S282PQ5MJ70protein_codingtolerated_low_confidence(0.14)benign(0)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPDYASNVMissense_Mutationrs771698422c.427G>Ap.Glu143Lysp.E143KQ5MJ70protein_codingdeleterious(0)probably_damaging(0.935)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SPDYASNVMissense_Mutationrs753354043c.926N>Tp.Thr309Ilep.T309IQ5MJ70protein_codingtolerated_low_confidence(0.1)benign(0.444)TCGA-AA-A02Y-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SPDYASNVMissense_Mutationc.362T>Cp.Ile121Thrp.I121TQ5MJ70protein_codingtolerated(0.36)benign(0.053)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SPDYASNVMissense_Mutationc.559N>Ap.Ala187Thrp.A187TQ5MJ70protein_codingdeleterious(0.01)possibly_damaging(0.479)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SPDYASNVMissense_Mutationnovelc.88N>Cp.Lys30Glnp.K30QQ5MJ70protein_codingtolerated(0.07)possibly_damaging(0.723)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SPDYASNVMissense_Mutationnovelc.253N>Tp.Asp85Tyrp.D85YQ5MJ70protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SPDYASNVMissense_Mutationrs749368877c.173G>Ap.Arg58Hisp.R58HQ5MJ70protein_codingtolerated(0.56)benign(0.01)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SPDYASNVMissense_Mutationc.539N>Ap.Arg180Glnp.R180QQ5MJ70protein_codingtolerated(0.19)possibly_damaging(0.521)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SPDYASNVMissense_Mutationc.241N>Ap.Asp81Asnp.D81NQ5MJ70protein_codingtolerated(0.13)benign(0.062)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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