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: ACTN1

Gene summary for ACTN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACTN1

Gene ID

87

Gene nameactinin alpha 1
Gene AliasBDPLT15
Cytomap14q24.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R694


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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
87ACTN1GSM4909294HumanBreastIDC6.38e-12-4.65e-010.2022
87ACTN1GSM4909296HumanBreastIDC2.94e-11-3.28e-010.1524
87ACTN1GSM4909297HumanBreastIDC5.28e-15-3.99e-010.1517
87ACTN1GSM4909301HumanBreastIDC1.89e-05-3.89e-010.1577
87ACTN1GSM4909308HumanBreastIDC2.29e-04-3.35e-010.158
87ACTN1GSM4909311HumanBreastIDC4.13e-25-4.56e-010.1534
87ACTN1GSM4909312HumanBreastIDC1.03e-07-3.28e-010.1552
87ACTN1GSM4909319HumanBreastIDC3.45e-29-4.62e-010.1563
87ACTN1GSM4909320HumanBreastIDC7.53e-05-4.58e-010.1575
87ACTN1GSM4909321HumanBreastIDC1.01e-23-5.32e-010.1559
87ACTN1brca1HumanBreastPrecancer4.26e-185.40e-01-0.0338
87ACTN1brca2HumanBreastPrecancer4.66e-093.88e-01-0.024
87ACTN1brca3HumanBreastPrecancer1.43e-266.08e-01-0.0263
87ACTN1NCCBC14HumanBreastDCIS1.46e-06-1.09e-010.2021
87ACTN1NCCBC5HumanBreastDCIS5.86e-14-4.65e-010.2046
87ACTN1P1HumanBreastIDC6.54e-14-4.20e-010.1527
87ACTN1P2HumanBreastIDC2.22e-04-1.94e-010.21
87ACTN1DCIS2HumanBreastDCIS4.20e-553.80e-010.0085
87ACTN1TumorHumanCervixCC1.51e-114.85e-010.1241
87ACTN1sample3HumanCervixCC7.81e-155.33e-010.1387
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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
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
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
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:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00510179BreastPrecanceractin filament bundle assembly18/1080157/187234.17e-033.28e-0218
GO:01501158BreastPrecancercell-substrate junction organization13/1080101/187235.30e-033.94e-0213
GO:00615729BreastPrecanceractin filament bundle organization18/1080161/187235.43e-034.01e-0218
GO:003009914BreastIDCmyeloid cell differentiation54/1434381/187238.07e-062.39e-0454
GO:00512712BreastIDCnegative regulation of cellular component movement48/1434367/187231.88e-043.12e-0348
GO:000701514BreastIDCactin filament organization55/1434442/187232.45e-043.84e-0355
GO:005101714BreastIDCactin filament bundle assembly24/1434157/187238.73e-041.01e-0224
GO:006157214BreastIDCactin filament bundle organization24/1434161/187231.25e-031.33e-0224
GO:00426923BreastIDCmuscle cell differentiation44/1434384/187234.77e-033.66e-0244
GO:003009924BreastDCISmyeloid cell differentiation55/1390381/187231.50e-065.68e-0555
GO:000701524BreastDCISactin filament organization56/1390442/187235.90e-051.19e-0356
GO:005127111BreastDCISnegative regulation of cellular component movement48/1390367/187238.97e-051.69e-0348
GO:005101724BreastDCISactin filament bundle assembly25/1390157/187232.31e-043.65e-0325
GO:006157224BreastDCISactin filament bundle organization25/1390161/187233.43e-044.90e-0325
GO:004269211BreastDCISmuscle cell differentiation43/1390384/187234.56e-033.49e-0243
GO:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:01501159CervixCCcell-substrate junction organization37/2311101/187233.20e-104.46e-0837
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0452018BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa052036BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0467019BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0452019BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa0520312BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0453024BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0520322BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0481014BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa045109BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0453034BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0520332BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0481015BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0451013BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0453044BreastDCISTight junction37/846169/84653.07e-064.20e-053.09e-0537
hsa0513144BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
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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
ACTN1SNVMissense_Mutationnovelc.1780A>Gp.Thr594Alap.T594AP12814protein_codingtolerated(0.14)benign(0.001)TCGA-A2-A3XV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
ACTN1SNVMissense_Mutationc.2600N>Cp.Met867Thrp.M867TP12814protein_codingtolerated(0.08)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ACTN1SNVMissense_Mutationrs760908092c.950N>Ap.Arg317Glnp.R317QP12814protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ACTN1SNVMissense_Mutationrs373084944c.1894N>Ap.Arg632Serp.R632SP12814protein_codingdeleterious(0.03)probably_damaging(1)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ACTN1SNVMissense_Mutationrs148344567c.2614C>Tp.Arg872Cysp.R872CP12814protein_codingdeleterious(0)probably_damaging(0.987)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ACTN1SNVMissense_Mutationnovelc.1537N>Cp.Glu513Glnp.E513QP12814protein_codingdeleterious(0.03)possibly_damaging(0.536)TCGA-ZJ-AAXB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACTN1SNVMissense_Mutationrs377766289c.2395N>Tp.Arg799Cysp.R799CP12814protein_codingdeleterious_low_confidence(0)probably_damaging(0.927)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
ACTN1SNVMissense_Mutationrs372651589c.1495N>Tp.Arg499Trpp.R499WP12814protein_codingdeleterious(0)probably_damaging(0.926)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ACTN1SNVMissense_Mutationrs201419872c.2173N>Ap.Ala725Thrp.A725TP12814protein_codingtolerated(0.23)possibly_damaging(0.607)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACTN1SNVMissense_Mutationrs148344567c.2614N>Tp.Arg872Cysp.R872CP12814protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-3864-01Colorectumcolon 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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