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: SPATA13

Gene summary for SPATA13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPATA13

Gene ID

221178

Gene namespermatogenesis associated 13
Gene AliasARHGEF29
Cytomap13q12.12
Gene Typeprotein-coding
GO ID

GO:0006928

UniProtAcc

Q96N96


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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
221178SPATA13AEH-subject1HumanEndometriumAEH2.23e-124.25e-01-0.3059
221178SPATA13AEH-subject3HumanEndometriumAEH7.82e-144.84e-01-0.2576
221178SPATA13AEH-subject4HumanEndometriumAEH5.21e-115.98e-01-0.2657
221178SPATA13AEH-subject5HumanEndometriumAEH6.28e-206.92e-01-0.2953
221178SPATA13EEC-subject1HumanEndometriumEEC1.54e-043.61e-01-0.2682
221178SPATA13EEC-subject2HumanEndometriumEEC9.91e-063.22e-01-0.2607
221178SPATA13EEC-subject3HumanEndometriumEEC4.17e-042.51e-01-0.2525
221178SPATA13EEC-subject4HumanEndometriumEEC3.25e-135.21e-01-0.2571
221178SPATA13EEC-subject5HumanEndometriumEEC1.33e-084.11e-01-0.249
221178SPATA13GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC9.54e-06-2.09e-02-0.1883
221178SPATA13GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.12e-06-3.53e-02-0.1917
221178SPATA13GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.52e-05-8.86e-02-0.1916
221178SPATA13S41HumanLiverCirrhotic1.21e-066.49e-01-0.0343
221178SPATA13HCC1_MengHumanLiverHCC4.65e-28-2.86e-020.0246
221178SPATA13HCC2_MengHumanLiverHCC1.07e-201.52e-010.0107
221178SPATA13cirrhotic2HumanLiverCirrhotic2.25e-031.37e-010.0201
221178SPATA13HCC1HumanLiverHCC3.91e-134.22e+000.5336
221178SPATA13HCC2HumanLiverHCC1.30e-273.89e+000.5341
221178SPATA13HCC5HumanLiverHCC1.93e-061.40e+000.4932
221178SPATA13Pt13.bHumanLiverHCC8.12e-051.82e-020.0251
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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
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
∗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:00510567EndometriumAEHregulation of small GTPase mediated signal transduction59/2100302/187231.43e-053.03e-0459
GO:00975818EndometriumAEHlamellipodium organization20/210090/187232.01e-031.56e-0220
GO:00300326EndometriumAEHlamellipodium assembly17/210072/187232.14e-031.65e-0217
GO:005105612EndometriumEECregulation of small GTPase mediated signal transduction61/2168302/187239.42e-062.08e-0461
GO:009758113EndometriumEEClamellipodium organization20/216890/187232.92e-032.06e-0220
GO:003003212EndometriumEEClamellipodium assembly17/216872/187233.01e-032.10e-0217
GO:009758111LiverCirrhoticlamellipodium organization40/463490/187233.48e-054.26e-0440
GO:003003211LiverCirrhoticlamellipodium assembly30/463472/187231.18e-037.98e-0330
GO:009758121LiverHCClamellipodium organization58/795890/187232.16e-052.30e-0458
GO:003003221LiverHCClamellipodium assembly44/795872/187231.10e-036.32e-0344
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0481018EndometriumAEHRegulation of actin cytoskeleton50/1197229/84659.08e-045.78e-034.23e-0350
hsa0481019EndometriumAEHRegulation of actin cytoskeleton50/1197229/84659.08e-045.78e-034.23e-0350
hsa0481024EndometriumEECRegulation of actin cytoskeleton49/1237229/84653.20e-031.78e-021.33e-0249
hsa0481034EndometriumEECRegulation of actin cytoskeleton49/1237229/84653.20e-031.78e-021.33e-0249
hsa0481021LiverCirrhoticRegulation of actin cytoskeleton100/2530229/84655.28e-065.50e-053.39e-05100
hsa0481031LiverCirrhoticRegulation of actin cytoskeleton100/2530229/84655.28e-065.50e-053.39e-05100
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0481051LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
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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
SPATA13SNVMissense_Mutationnovelc.359N>Tp.Ser120Leup.S120LQ96N96protein_codingdeleterious_low_confidence(0)possibly_damaging(0.536)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SPATA13SNVMissense_Mutationc.1331N>Gp.Ser444Cysp.S444CQ96N96protein_codingtolerated_low_confidence(0.07)benign(0.003)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SPATA13SNVMissense_Mutationnovelc.3120N>Tp.Lys1040Asnp.K1040NQ96N96protein_codingdeleterious(0)possibly_damaging(0.481)TCGA-AR-A1AM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
SPATA13SNVMissense_Mutationc.2320N>Tp.Val774Leup.V774LQ96N96protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-D8-A1JI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
SPATA13insertionFrame_Shift_Insnovelc.2404_2405insAAGATCATGCTATGTTCTCTTCAATp.Leu802GlnfsTer22p.L802Qfs*22Q96N96protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
SPATA13SNVMissense_Mutationnovelc.1225G>Ap.Val409Ilep.V409IQ96N96protein_codingtolerated_low_confidence(0.05)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SPATA13SNVMissense_Mutationrs752240893c.3169G>Ap.Asp1057Asnp.D1057NQ96N96protein_codingtolerated(0.07)benign(0.074)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SPATA13SNVMissense_Mutationnovelc.1181G>Ap.Gly394Aspp.G394DQ96N96protein_codingtolerated_low_confidence(0.39)benign(0.01)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SPATA13SNVMissense_Mutationnovelc.1621N>Ap.Ala541Thrp.A541TQ96N96protein_codingtolerated_low_confidence(0.18)benign(0.022)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SPATA13SNVMissense_Mutationc.529N>Cp.Glu177Glnp.E177QQ96N96protein_codingtolerated_low_confidence(0.17)benign(0.382)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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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