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: SPATA2

Gene summary for SPATA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPATA2

Gene ID

9825

Gene namespermatogenesis associated 2
Gene AliasPD1
Cytomap20q13.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A8K0S9


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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
9825SPATA2LZE24THumanEsophagusESCC3.60e-021.46e-010.0596
9825SPATA2P2T-EHumanEsophagusESCC3.48e-212.54e-010.1177
9825SPATA2P4T-EHumanEsophagusESCC2.99e-081.24e-010.1323
9825SPATA2P5T-EHumanEsophagusESCC1.47e-128.79e-020.1327
9825SPATA2P8T-EHumanEsophagusESCC1.25e-092.14e-010.0889
9825SPATA2P10T-EHumanEsophagusESCC1.19e-159.33e-020.116
9825SPATA2P11T-EHumanEsophagusESCC7.13e-054.14e-010.1426
9825SPATA2P12T-EHumanEsophagusESCC3.85e-091.57e-010.1122
9825SPATA2P15T-EHumanEsophagusESCC8.40e-072.19e-010.1149
9825SPATA2P16T-EHumanEsophagusESCC1.97e-152.45e-010.1153
9825SPATA2P20T-EHumanEsophagusESCC2.31e-052.05e-010.1124
9825SPATA2P21T-EHumanEsophagusESCC3.29e-142.91e-010.1617
9825SPATA2P22T-EHumanEsophagusESCC4.18e-047.20e-020.1236
9825SPATA2P23T-EHumanEsophagusESCC4.03e-051.82e-010.108
9825SPATA2P24T-EHumanEsophagusESCC1.13e-071.40e-010.1287
9825SPATA2P26T-EHumanEsophagusESCC2.43e-204.11e-010.1276
9825SPATA2P27T-EHumanEsophagusESCC3.56e-078.47e-020.1055
9825SPATA2P28T-EHumanEsophagusESCC1.22e-081.55e-010.1149
9825SPATA2P30T-EHumanEsophagusESCC1.37e-093.29e-010.137
9825SPATA2P31T-EHumanEsophagusESCC1.61e-162.62e-010.1251
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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
∗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:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:00973002EsophagusESCCprogrammed necrotic cell death32/855247/187231.59e-037.43e-0332
GO:00108033EsophagusESCCregulation of tumor necrosis factor-mediated signaling pathway31/855247/187234.01e-031.62e-0231
GO:00702654EsophagusESCCnecrotic cell death39/855262/187234.68e-031.82e-0239
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
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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
SPATA2SNVMissense_Mutationnovelc.552G>Cp.Lys184Asnp.K184NQ9UM82protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SPATA2SNVMissense_Mutationc.480G>Cp.Lys160Asnp.K160NQ9UM82protein_codingdeleterious(0.01)probably_damaging(0.943)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SPATA2SNVMissense_Mutationrs866741992c.1249N>Tp.Ala417Serp.A417SQ9UM82protein_codingtolerated(0.75)benign(0.01)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
SPATA2SNVMissense_Mutationnovelc.1414T>Cp.Cys472Argp.C472RQ9UM82protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SPATA2SNVMissense_Mutationc.646N>Cp.Glu216Glnp.E216QQ9UM82protein_codingtolerated_low_confidence(0.11)probably_damaging(0.998)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
SPATA2SNVMissense_Mutationrs762726975c.86N>Ap.Thr29Asnp.T29NQ9UM82protein_codingtolerated(0.39)benign(0.054)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
SPATA2SNVMissense_Mutationrs866741992c.1249N>Tp.Ala417Serp.A417SQ9UM82protein_codingtolerated(0.75)benign(0.01)TCGA-LL-A440-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
SPATA2SNVMissense_Mutationrs201940082c.259N>Ap.Gly87Serp.G87SQ9UM82protein_codingtolerated(0.6)benign(0)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SPATA2SNVMissense_Mutationrs779328034c.127N>Tp.Arg43Trpp.R43WQ9UM82protein_codingdeleterious(0.02)possibly_damaging(0.9)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SPATA2SNVMissense_Mutationnovelc.650N>Cp.Gly217Alap.G217AQ9UM82protein_codingtolerated_low_confidence(1)benign(0.003)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<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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