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: ACTB

Gene summary for ACTB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACTB

Gene ID

60

Gene nameactin beta
Gene AliasBRWS1
Cytomap7p22.1
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P60709


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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
60ACTBGSM4909281HumanBreastIDC6.49e-192.40e-010.21
60ACTBGSM4909282HumanBreastIDC4.41e-323.13e-01-0.0288
60ACTBGSM4909285HumanBreastIDC5.31e-05-1.65e-010.21
60ACTBGSM4909286HumanBreastIDC5.78e-63-7.44e-010.1081
60ACTBGSM4909287HumanBreastIDC1.08e-233.10e-010.2057
60ACTBGSM4909291HumanBreastIDC4.19e-072.78e-010.1753
60ACTBGSM4909294HumanBreastIDC4.74e-104.80e-020.2022
60ACTBGSM4909296HumanBreastIDC3.16e-046.38e-020.1524
60ACTBGSM4909297HumanBreastIDC4.51e-137.17e-020.1517
60ACTBGSM4909300HumanBreastIDC6.68e-032.47e-010.0334
60ACTBGSM4909302HumanBreastIDC2.19e-041.81e-010.1545
60ACTBGSM4909304HumanBreastIDC7.31e-413.49e-010.1636
60ACTBGSM4909305HumanBreastIDC5.37e-052.32e-010.0436
60ACTBGSM4909311HumanBreastIDC7.94e-25-2.04e-010.1534
60ACTBGSM4909312HumanBreastIDC6.41e-121.79e-010.1552
60ACTBGSM4909313HumanBreastIDC3.57e-112.70e-010.0391
60ACTBGSM4909315HumanBreastIDC6.55e-353.29e-010.21
60ACTBGSM4909316HumanBreastIDC3.82e-143.92e-010.21
60ACTBGSM4909319HumanBreastIDC1.70e-36-3.30e-010.1563
60ACTBGSM4909320HumanBreastIDC4.01e-28-1.08e+000.1575
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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
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
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
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
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:00217629BreastPrecancersubstantia nigra development15/108044/187231.12e-087.98e-0715
GO:00309018BreastPrecancermidbrain development20/108090/187231.50e-077.93e-0620
GO:00488578BreastPrecancerneural nucleus development16/108064/187234.76e-072.11e-0516
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00341099BreastPrecancerhomotypic cell-cell adhesion18/108090/187233.15e-061.03e-0418
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00508789BreastPrecancerregulation of body fluid levels40/1080379/187231.68e-042.77e-0340
GO:00705278BreastPrecancerplatelet aggregation12/108067/187234.02e-045.43e-0312
GO:00356335BreastPrecancermaintenance of blood-brain barrier8/108035/187236.95e-048.43e-038
GO:00018956BreastPrecancerretina homeostasis12/108079/187231.82e-031.79e-0212
GO:00075995BreastPrecancerhemostasis24/1080222/187232.31e-032.15e-0224
GO:00511008BreastPrecancernegative regulation of binding19/1080162/187232.56e-032.32e-0219
GO:00018948BreastPrecancertissue homeostasis27/1080268/187233.49e-032.90e-0227
GO:00075965BreastPrecancerblood coagulation23/1080217/187233.61e-032.98e-0223
GO:00071638BreastPrecancerestablishment or maintenance of cell polarity23/1080218/187233.82e-033.06e-0223
GO:00508175BreastPrecancercoagulation23/1080222/187234.78e-033.64e-0223
GO:0030168BreastPrecancerplatelet activation15/1080123/187234.80e-033.64e-0215
GO:19043757BreastPrecancerregulation of protein localization to cell periphery15/1080125/187235.58e-034.07e-0215
GO:00228985BreastPrecancerregulation of transmembrane transporter activity27/1080278/187235.72e-034.11e-0227
GO:19054757BreastPrecancerregulation of protein localization to membrane19/1080175/187235.98e-034.22e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0511014BreastPrecancerVibrio cholerae infection14/68450/84652.67e-052.64e-042.02e-0414
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa042108BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0541618BreastPrecancerViral myocarditis14/68460/84652.32e-041.98e-031.52e-0314
hsa0510018BreastPrecancerBacterial invasion of epithelial cells16/68477/84653.55e-042.80e-032.15e-0316
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0452018BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa0497114BreastPrecancerGastric acid secretion13/68476/84657.35e-034.07e-023.12e-0213
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0471419BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
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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
ACTBSNVMissense_Mutationc.761N>Ap.Arg254Glnp.R254QP60709protein_codingdeleterious_low_confidence(0.04)benign(0.065)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ACTBSNVMissense_Mutationc.1004G>Cp.Arg335Prop.R335PP60709protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.972)TCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
ACTBSNVMissense_Mutationc.223A>Cp.Ile75Leup.I75LP60709protein_codingdeleterious_low_confidence(0)benign(0.377)TCGA-AR-A2LQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
ACTBSNVMissense_Mutationc.832N>Tp.Thr278Serp.T278SP60709protein_codingdeleterious_low_confidence(0.03)benign(0.007)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ACTBSNVMissense_Mutationc.147N>Cp.Gln49Hisp.Q49HP60709protein_codingtolerated_low_confidence(0.08)benign(0.007)TCGA-EW-A1PD-01Breastbreast invasive carcinomaMale<65I/IIChemotherapydocetaxelSD
ACTBinsertionFrame_Shift_Insnovelc.804_805insTTTTTp.Met269PhefsTer17p.M269Ffs*17P60709protein_codingTCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACTBinsertionFrame_Shift_Insnovelc.803_804insTTCTp.Met269SerfsTer19p.M269Sfs*19P60709protein_codingTCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACTBinsertionIn_Frame_Insnovelc.811_812insTGTTACAGGp.Ser271delinsLeuLeuGlnAlap.S271delinsLLQAP60709protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACTBinsertionFrame_Shift_Insnovelc.552_553insGp.Leu185AlafsTer3p.L185Afs*3P60709protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ACTBinsertionFrame_Shift_Insnovelc.551_552insTGAACACGAGCATCGGGTGATGTTCATTATGTp.Leu185GlufsTer12p.L185Efs*12P60709protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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
60ACTBTUMOR SUPPRESSOR, CLINICALLY ACTIONABLEETHINYLESTRADIOLETHINYL ESTRADIOL17288598
60ACTBTUMOR SUPPRESSOR, CLINICALLY ACTIONABLEENVIRONMENTAL ESTROGEN17288598
60ACTBTUMOR SUPPRESSOR, CLINICALLY ACTIONABLECYCLOPHOSPHAMIDECYCLOPHOSPHAMIDE12167460
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