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: CMYA5

Gene summary for CMYA5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMYA5

Gene ID

202333

Gene namecardiomyopathy associated 5
Gene AliasC5orf10
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q8N3K9


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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
202333CMYA5GSM4909298HumanBreastIDC1.96e-133.41e-010.1551
202333CMYA5GSM4909317HumanBreastIDC3.15e-094.43e-010.1355
202333CMYA5M1HumanBreastIDC1.15e-167.58e-010.1577
202333CMYA5P1HumanBreastIDC2.24e-063.16e-010.1527
202333CMYA5DCIS2HumanBreastDCIS8.92e-716.54e-010.0085
202333CMYA5GSM5252136_BPH556PrGA1_FcolHumanProstateBPH2.86e-021.90e-01-0.23
202333CMYA5GSM5252137_BPH556PrGA2_FcolHumanProstateBPH3.16e-021.80e-01-0.23
202333CMYA5052095_1628-all-cellsHumanProstateBPH8.29e-072.14e-010.1032
202333CMYA5Dong_P1HumanProstateTumor7.87e-111.51e-010.035
202333CMYA5Dong_P3HumanProstateTumor9.69e-037.12e-020.0278
202333CMYA5Dong_P4HumanProstateTumor2.24e-032.49e-010.0292
202333CMYA5GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor3.01e-044.69e-010.1633
202333CMYA5GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor4.59e-136.84e-010.1608
202333CMYA5GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor2.19e-097.09e-010.1604
202333CMYA5GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor1.01e-045.23e-010.1621
202333CMYA5GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor7.10e-064.50e-010.1575
202333CMYA5male-WTAHumanThyroidPTC7.20e-192.42e-010.1037
202333CMYA5PTC01HumanThyroidPTC1.26e-132.29e-010.1899
202333CMYA5PTC03HumanThyroidPTC1.69e-191.02e+000.1784
202333CMYA5PTC04HumanThyroidPTC9.24e-481.09e+000.1927
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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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
CMYA5SNVMissense_Mutationc.2903N>Cp.Arg968Thrp.R968TQ8N3K9protein_codingdeleterious(0)probably_damaging(0.911)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CMYA5SNVMissense_Mutationnovelc.2288N>Gp.Ser763Cysp.S763CQ8N3K9protein_codingdeleterious(0.01)possibly_damaging(0.533)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CMYA5SNVMissense_Mutationnovelc.10102N>Ap.Glu3368Lysp.E3368KQ8N3K9protein_codingdeleterious(0)benign(0.356)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CMYA5SNVMissense_Mutationrs770958823c.7807G>Ap.Ala2603Thrp.A2603TQ8N3K9protein_codingtolerated_low_confidence(0.16)benign(0)TCGA-A2-A0CV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CMYA5SNVMissense_Mutationc.12076N>Cp.Glu4026Glnp.E4026QQ8N3K9protein_codingtolerated(0.1)benign(0.153)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
CMYA5SNVMissense_Mutationnovelc.11608G>Cp.Asp3870Hisp.D3870HQ8N3K9protein_codingdeleterious(0.01)probably_damaging(0.963)TCGA-A2-A4S3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CMYA5SNVMissense_Mutationnovelc.12004G>Tp.Val4002Leup.V4002LQ8N3K9protein_codingdeleterious(0.03)benign(0.291)TCGA-A7-A4SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
CMYA5SNVMissense_Mutationnovelc.12005T>Gp.Val4002Glyp.V4002GQ8N3K9protein_codingdeleterious(0)probably_damaging(0.95)TCGA-A7-A4SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
CMYA5SNVMissense_Mutationc.10753N>Ap.Glu3585Lysp.E3585KQ8N3K9protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CMYA5SNVMissense_Mutationrs763544308c.11710N>Gp.Arg3904Glyp.R3904GQ8N3K9protein_codingdeleterious(0.03)probably_damaging(0.972)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=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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