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: MRTFA

Gene summary for MRTFA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRTFA

Gene ID

57591

Gene namemyocardin related transcription factor A
Gene AliasBSAC
Cytomap22q13.1-q13.2
Gene Typeprotein-coding
GO ID

GO:0002009

UniProtAcc

A4FUJ8


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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
57591MRTFACCI_1HumanCervixCC1.40e-129.93e-010.528
57591MRTFACCI_2HumanCervixCC1.35e-151.31e+000.5249
57591MRTFACCI_3HumanCervixCC8.28e-231.12e+000.516
57591MRTFATumorHumanCervixCC3.83e-04-1.35e-010.1241
57591MRTFAHTA11_3410_2000001011HumanColorectumAD8.84e-193.38e-010.0155
57591MRTFAHTA11_2487_2000001011HumanColorectumSER4.28e-256.28e-01-0.1808
57591MRTFAHTA11_2951_2000001011HumanColorectumAD1.51e-114.90e-010.0216
57591MRTFAHTA11_1938_2000001011HumanColorectumAD5.76e-318.17e-01-0.0811
57591MRTFAHTA11_78_2000001011HumanColorectumAD6.88e-276.51e-01-0.1088
57591MRTFAHTA11_347_2000001011HumanColorectumAD2.57e-611.06e+00-0.1954
57591MRTFAHTA11_411_2000001011HumanColorectumSER6.42e-181.00e+00-0.2602
57591MRTFAHTA11_2112_2000001011HumanColorectumSER7.13e-251.11e+00-0.2196
57591MRTFAHTA11_3361_2000001011HumanColorectumAD2.38e-266.56e-01-0.1207
57591MRTFAHTA11_83_2000001011HumanColorectumSER7.66e-307.71e-01-0.1526
57591MRTFAHTA11_696_2000001011HumanColorectumAD7.93e-518.42e-01-0.1464
57591MRTFAHTA11_866_2000001011HumanColorectumAD1.11e-468.33e-01-0.1001
57591MRTFAHTA11_1391_2000001011HumanColorectumAD1.80e-491.14e+00-0.059
57591MRTFAHTA11_2992_2000001011HumanColorectumSER2.54e-115.85e-01-0.1706
57591MRTFAHTA11_5212_2000001011HumanColorectumAD2.32e-134.96e-01-0.2061
57591MRTFAHTA11_5216_2000001011HumanColorectumSER2.17e-095.15e-01-0.1462
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00443193CervixCCwound healing, spreading of cells17/231134/187239.86e-085.25e-0617
GO:00905053CervixCCepiboly involved in wound healing17/231134/187239.86e-085.25e-0617
GO:00905043CervixCCepiboly17/231135/187231.70e-077.93e-0617
GO:00020111CervixCCmorphogenesis of an epithelial sheet21/231157/187231.91e-065.97e-0521
GO:00616148CervixCCpri-miRNA transcription by RNA polymerase II20/231155/187234.22e-061.09e-0420
GO:19028938CervixCCregulation of pri-miRNA transcription by RNA polymerase II19/231154/187231.27e-052.60e-0419
GO:19028955CervixCCpositive regulation of pri-miRNA transcription by RNA polymerase II15/231142/187238.42e-051.13e-0315
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0061614ColorectumADpri-miRNA transcription by RNA polymerase II24/391855/187231.22e-041.78e-0324
GO:1902893ColorectumADregulation of pri-miRNA transcription by RNA polymerase II23/391854/187232.60e-043.25e-0323
GO:1902895ColorectumADpositive regulation of pri-miRNA transcription by RNA polymerase II17/391842/187233.10e-032.30e-0217
GO:00420601ColorectumSERwound healing97/2897422/187232.69e-057.30e-0497
GO:00616141ColorectumSERpri-miRNA transcription by RNA polymerase II18/289755/187231.11e-031.28e-0218
GO:19028931ColorectumSERregulation of pri-miRNA transcription by RNA polymerase II17/289754/187232.42e-032.30e-0217
GO:004206016EndometriumAEHwound healing91/2100422/187234.85e-104.61e-0891
GO:00616149EndometriumAEHpri-miRNA transcription by RNA polymerase II20/210055/187239.36e-073.24e-0520
GO:19028939EndometriumAEHregulation of pri-miRNA transcription by RNA polymerase II19/210054/187233.09e-068.55e-0519
GO:19028956EndometriumAEHpositive regulation of pri-miRNA transcription by RNA polymerase II16/210042/187235.66e-061.41e-0416
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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
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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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