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: STAT5A

Gene summary for STAT5A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STAT5A

Gene ID

6776

Gene namesignal transducer and activator of transcription 5A
Gene AliasMGF
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

A8K6I5


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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
6776STAT5ALZE24THumanEsophagusESCC5.57e-061.28e-010.0596
6776STAT5AP1T-EHumanEsophagusESCC1.88e-021.93e-010.0875
6776STAT5AP2T-EHumanEsophagusESCC7.75e-101.63e-010.1177
6776STAT5AP4T-EHumanEsophagusESCC6.30e-099.34e-020.1323
6776STAT5AP8T-EHumanEsophagusESCC3.08e-035.88e-020.0889
6776STAT5AP9T-EHumanEsophagusESCC2.76e-056.51e-020.1131
6776STAT5AP16T-EHumanEsophagusESCC5.44e-035.40e-020.1153
6776STAT5AP17T-EHumanEsophagusESCC5.78e-042.55e-010.1278
6776STAT5AP20T-EHumanEsophagusESCC4.41e-031.11e-010.1124
6776STAT5AP22T-EHumanEsophagusESCC9.37e-056.04e-020.1236
6776STAT5AP23T-EHumanEsophagusESCC1.40e-142.61e-010.108
6776STAT5AP24T-EHumanEsophagusESCC1.22e-092.16e-010.1287
6776STAT5AP36T-EHumanEsophagusESCC1.34e-051.59e-010.1187
6776STAT5AP37T-EHumanEsophagusESCC3.10e-111.20e-010.1371
6776STAT5AP38T-EHumanEsophagusESCC8.70e-071.76e-010.127
6776STAT5AP44T-EHumanEsophagusESCC2.16e-041.09e-010.1096
6776STAT5AP47T-EHumanEsophagusESCC1.61e-051.29e-010.1067
6776STAT5AP48T-EHumanEsophagusESCC3.04e-056.43e-020.0959
6776STAT5AP52T-EHumanEsophagusESCC4.27e-081.70e-010.1555
6776STAT5AP54T-EHumanEsophagusESCC4.42e-034.46e-020.0975
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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:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:007137516EsophagusESCCcellular response to peptide hormone stimulus166/8552290/187234.48e-053.55e-04166
GO:003087914EsophagusESCCmammary gland development85/8552137/187238.11e-056.01e-0485
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00352647EsophagusESCCmulticellular organism growth80/8552132/187233.84e-042.22e-0380
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0522020EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0493310EsophagusESCCAGE-RAGE signaling pathway in diabetic complications72/4205100/84654.15e-062.28e-051.17e-0572
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa046599EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa046585EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa05220110EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0493317EsophagusESCCAGE-RAGE signaling pathway in diabetic complications72/4205100/84654.15e-062.28e-051.17e-0572
hsa0516114EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0465914EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa0465812EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
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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
STAT5AADIPOColorectumADJBCAR3,C1QTNF1,IQSEC1, etc.6.47e-02The 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.
STAT5AADIPOColorectumCRCBCAR3,C1QTNF1,IQSEC1, etc.2.38e-01The 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.
STAT5ACD8TEXINTLungMIACSTAT5B,TBC1D10A,VAMP1, etc.1.08e-01The 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.
STAT5AMSC.ADIPOLungAAHPGAM5,TMEM255A,CPB2-AS1, etc.5.30e-01The 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.
STAT5AMSC.MVALungAAHPGAM5,TMEM255A,CPB2-AS1, etc.1.72e-01The 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.
STAT5AADIPOLungAAHPGAM5,TMEM255A,CPB2-AS1, etc.6.39e-02The 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.
STAT5AMSC.MVALungADJPGAM5,TMEM255A,CPB2-AS1, etc.2.45e-01The 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.
STAT5AADIPOLungADJPGAM5,TMEM255A,CPB2-AS1, etc.6.97e-02The 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.
STAT5AFIBLungADJPGAM5,TMEM255A,CPB2-AS1, etc.1.81e-03The 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.
STAT5AICAFLungADJPGAM5,TMEM255A,CPB2-AS1, etc.1.41e-04The 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.
∗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
STAT5ASNVMissense_Mutationnovelc.351N>Cp.Gln117Hisp.Q117HP42229protein_codingdeleterious(0.05)possibly_damaging(0.705)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
STAT5ASNVMissense_Mutationc.1495N>Gp.Pro499Alap.P499AP42229protein_codingdeleterious(0.04)probably_damaging(0.986)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
STAT5ASNVMissense_Mutationnovelc.1110N>Tp.Lys370Asnp.K370NP42229protein_codingdeleterious(0.01)benign(0.378)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
STAT5ASNVMissense_Mutationc.1513N>Tp.Pro505Serp.P505SP42229protein_codingtolerated(0.36)benign(0.015)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STAT5ASNVMissense_Mutationc.1657N>Ap.Val553Metp.V553MP42229protein_codingtolerated(0.13)possibly_damaging(0.461)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STAT5ASNVMissense_Mutationc.1946G>Ap.Arg649Glnp.R649QP42229protein_codingdeleterious(0.01)benign(0.113)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
STAT5ASNVMissense_Mutationc.534G>Cp.Glu178Aspp.E178DP42229protein_codingtolerated(0.15)benign(0.027)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
STAT5ASNVMissense_Mutationnovelc.1743N>Cp.Leu581Phep.L581FP42229protein_codingtolerated(0.16)possibly_damaging(0.649)TCGA-EW-A6SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytchSD
STAT5AdeletionFrame_Shift_Delnovelc.171delCp.Thr58ProfsTer26p.T58Pfs*26P42229protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
STAT5ASNVMissense_Mutationnovelc.911N>Tp.Pro304Leup.P304LP42229protein_codingdeleterious(0.01)benign(0.096)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<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
6776STAT5AKINASE, TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLE, DRUGGABLE GENOMETOFACITINIBTOFACITINIB14593182,19053756
6776STAT5AKINASE, TRANSCRIPTION FACTOR, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEAZD-1480AZD-148021138246
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