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: SAMD4A

Gene summary for SAMD4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAMD4A

Gene ID

23034

Gene namesterile alpha motif domain containing 4A
Gene AliasSAMD4
Cytomap14q22.2
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

Q9UPU9


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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
23034SAMD4AAEH-subject1HumanEndometriumAEH1.60e-062.54e-01-0.3059
23034SAMD4AAEH-subject2HumanEndometriumAEH1.74e-042.49e-01-0.2525
23034SAMD4AAEH-subject4HumanEndometriumAEH7.57e-115.15e-01-0.2657
23034SAMD4AEEC-subject1HumanEndometriumEEC4.65e-186.21e-01-0.2682
23034SAMD4AEEC-subject2HumanEndometriumEEC1.96e-052.71e-01-0.2607
23034SAMD4AEEC-subject3HumanEndometriumEEC5.82e-104.87e-01-0.2525
23034SAMD4AGSM5276934HumanEndometriumEEC2.97e-093.77e-01-0.0913
23034SAMD4AGSM5276937HumanEndometriumEEC5.91e-083.42e-01-0.0897
23034SAMD4AGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.15e-04-3.42e-02-0.1883
23034SAMD4AGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.29e-02-7.43e-02-0.1917
23034SAMD4AGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.73e-02-7.43e-02-0.1916
23034SAMD4ATD9HumanLungIAC1.99e-067.63e-010.088
23034SAMD4ARNA-P10T2-P10T2-1HumanLungAAH1.77e-081.09e+00-0.1271
23034SAMD4ARNA-P10T2-P10T2-2HumanLungAAH1.77e-089.54e-01-0.1406
23034SAMD4ARNA-P10T2-P10T2-3HumanLungAAH2.77e-057.25e-01-0.1408
23034SAMD4ARNA-P10T2-P10T2-4HumanLungAAH8.52e-068.28e-01-0.138
23034SAMD4ARNA-P17T-P17T-2HumanLungIAC1.99e-068.11e-010.3371
23034SAMD4ARNA-P17T-P17T-4HumanLungIAC5.52e-101.03e+000.343
23034SAMD4ARNA-P17T-P17T-6HumanLungIAC1.13e-068.32e-010.3385
23034SAMD4ARNA-P17T-P17T-8HumanLungIAC5.26e-098.28e-010.3329
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:190331110EndometriumAEHregulation of mRNA metabolic process77/2100288/187231.69e-134.40e-1177
GO:000989616EndometriumAEHpositive regulation of catabolic process104/2100492/187239.38e-111.10e-08104
GO:003133116EndometriumAEHpositive regulation of cellular catabolic process91/2100427/187239.15e-108.31e-0891
GO:000640210EndometriumAEHmRNA catabolic process59/2100232/187239.51e-108.52e-0859
GO:000641716EndometriumAEHregulation of translation94/2100468/187231.14e-087.62e-0794
GO:000640110EndometriumAEHRNA catabolic process63/2100278/187233.28e-081.87e-0663
GO:004572715EndometriumAEHpositive regulation of translation38/2100136/187236.37e-083.38e-0638
GO:003425015EndometriumAEHpositive regulation of cellular amide metabolic process42/2100162/187231.35e-076.12e-0642
GO:006101310EndometriumAEHregulation of mRNA catabolic process39/2100166/187235.21e-061.33e-0439
GO:004348810EndometriumAEHregulation of mRNA stability37/2100158/187239.73e-062.24e-0437
GO:19033137EndometriumAEHpositive regulation of mRNA metabolic process30/2100118/187231.21e-052.68e-0430
GO:003465510EndometriumAEHnucleobase-containing compound catabolic process74/2100407/187231.78e-053.65e-0474
GO:004427010EndometriumAEHcellular nitrogen compound catabolic process80/2100451/187232.09e-054.13e-0480
GO:00467009EndometriumAEHheterocycle catabolic process79/2100445/187232.27e-054.35e-0479
GO:004348710EndometriumAEHregulation of RNA stability38/2100170/187232.30e-054.38e-0438
GO:00194399EndometriumAEHaromatic compound catabolic process80/2100467/187237.21e-051.10e-0380
GO:19013619EndometriumAEHorganic cyclic compound catabolic process83/2100495/187231.13e-041.60e-0383
GO:00009568EndometriumAEHnuclear-transcribed mRNA catabolic process26/2100112/187232.25e-042.75e-0326
GO:00002897EndometriumAEHnuclear-transcribed mRNA poly(A) tail shortening10/210029/187238.25e-047.72e-0310
GO:00610147EndometriumAEHpositive regulation of mRNA catabolic process20/210087/187231.30e-031.11e-0220
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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
SAMD4ASNVMissense_Mutationc.361G>Ap.Glu121Lysp.E121KQ9UPU9protein_codingtolerated(0.05)probably_damaging(0.918)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SAMD4ASNVMissense_Mutationc.570N>Tp.Trp190Cysp.W190CQ9UPU9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AR-A24N-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SAMD4ASNVMissense_Mutationc.1589N>Cp.Ile530Thrp.I530TQ9UPU9protein_codingtolerated(0.63)benign(0.001)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
SAMD4ASNVMissense_Mutationc.820N>Ap.Glu274Lysp.E274KQ9UPU9protein_codingdeleterious(0.04)benign(0.321)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SAMD4AdeletionFrame_Shift_Delc.866delNp.Leu291CysfsTer7p.L291Cfs*7Q9UPU9protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SAMD4AinsertionFrame_Shift_Insnovelc.523dupCp.His175ProfsTer10p.H175Pfs*10Q9UPU9protein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SAMD4AinsertionNonsense_Mutationnovelc.524_525insAGGATAAAGTGATTTCCCTCCTGTTAACTCATCTGCCTTTGp.His175GlnfsTer3p.H175Qfs*3Q9UPU9protein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SAMD4AdeletionFrame_Shift_Delc.866delNp.Leu291CysfsTer7p.L291Cfs*7Q9UPU9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SAMD4ASNVMissense_Mutationc.931N>Gp.Gln311Glup.Q311EQ9UPU9protein_codingtolerated(0.2)benign(0.015)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SAMD4ASNVMissense_Mutationc.1540N>Ap.Asp514Asnp.D514NQ9UPU9protein_codingdeleterious(0)benign(0.146)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
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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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