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: ACTN4

Gene summary for ACTN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACTN4

Gene ID

81

Gene nameactinin alpha 4
Gene AliasACTININ-4
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A0S2Z3G9


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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
81ACTN4CA_HPV_1HumanCervixCC2.59e-103.11e-020.0264
81ACTN4CA_HPV_2HumanCervixCC3.08e-043.16e-010.0391
81ACTN4N_HPV_1HumanCervixN_HPV4.74e-03-2.86e-010.0079
81ACTN4CCI_2HumanCervixCC1.80e-047.47e-010.5249
81ACTN4CCI_3HumanCervixCC4.30e-035.55e-010.516
81ACTN4TumorHumanCervixCC2.46e-063.61e-010.1241
81ACTN4sample3HumanCervixCC4.87e-214.83e-010.1387
81ACTN4L1HumanCervixCC8.69e-05-5.65e-030.0802
81ACTN4T3HumanCervixCC1.02e-174.67e-010.1389
81ACTN4HTA11_2487_2000001011HumanColorectumSER5.87e-108.26e-01-0.1808
81ACTN4HTA11_1938_2000001011HumanColorectumAD1.77e-045.63e-01-0.0811
81ACTN4HTA11_347_2000001011HumanColorectumAD7.16e-319.03e-01-0.1954
81ACTN4HTA11_411_2000001011HumanColorectumSER7.59e-211.36e+00-0.2602
81ACTN4HTA11_2112_2000001011HumanColorectumSER9.19e-191.15e+00-0.2196
81ACTN4HTA11_3361_2000001011HumanColorectumAD8.70e-046.08e-01-0.1207
81ACTN4HTA11_83_2000001011HumanColorectumSER1.84e-138.41e-01-0.1526
81ACTN4HTA11_696_2000001011HumanColorectumAD2.89e-157.71e-01-0.1464
81ACTN4HTA11_866_2000001011HumanColorectumAD1.13e-085.58e-01-0.1001
81ACTN4HTA11_1391_2000001011HumanColorectumAD9.38e-087.75e-01-0.059
81ACTN4HTA11_2992_2000001011HumanColorectumSER2.99e-036.84e-01-0.1706
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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
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
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
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:1902305ColorectumADregulation of sodium ion transmembrane transport27/391868/187233.19e-043.80e-0327
GO:0010769ColorectumADregulation of cell morphogenesis involved in differentiation35/391896/187233.26e-043.85e-0335
GO:0030050ColorectumADvesicle transport along actin filament11/391819/187234.66e-045.15e-0311
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:2000649ColorectumADregulation of sodium ion transmembrane transporter activity23/391858/187238.82e-048.53e-0323
GO:1902307ColorectumADpositive regulation of sodium ion transmembrane transport11/391821/187231.43e-031.22e-0211
GO:2000651ColorectumADpositive regulation of sodium ion transmembrane transporter activity9/391816/187232.06e-031.64e-029
GO:0032411ColorectumADpositive regulation of transporter activity37/3918120/187236.82e-034.22e-0237
GO:19026001ColorectumSERproton transmembrane transport60/2897157/187233.12e-127.08e-1060
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00516561ColorectumSERestablishment of organelle localization100/2897390/187231.11e-076.79e-06100
GO:00108101ColorectumSERregulation of cell-substrate adhesion64/2897221/187232.34e-071.29e-0564
GO:00315891ColorectumSERcell-substrate adhesion86/2897363/187232.36e-056.64e-0486
GO:00300481ColorectumSERactin filament-based movement38/2897127/187232.80e-057.56e-0438
GO:00107691ColorectumSERregulation of cell morphogenesis involved in differentiation31/289796/187232.95e-057.89e-0431
GO:19000241ColorectumSERregulation of substrate adhesion-dependent cell spreading21/289757/187236.59e-051.51e-0321
GO:00995151ColorectumSERactin filament-based transport11/289721/187239.28e-051.98e-0311
GO:00344461ColorectumSERsubstrate adhesion-dependent cell spreading32/2897108/187231.42e-042.82e-0332
GO:00020281ColorectumSERregulation of sodium ion transport28/289790/187231.45e-042.86e-0328
GO:00300501ColorectumSERvesicle transport along actin filament10/289719/187231.86e-043.43e-0310
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481016CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0467020CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481017CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa04530110CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa04670110CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa0513145CervixN_HPVShigellosis23/349247/84652.10e-041.75e-031.37e-0323
hsa0453025CervixN_HPVTight junction16/349169/84651.60e-031.01e-027.92e-0316
hsa0467045CervixN_HPVLeukocyte transendothelial migration12/349114/84652.50e-031.45e-021.13e-0212
hsa0513155CervixN_HPVShigellosis23/349247/84652.10e-041.75e-031.37e-0323
hsa0453035CervixN_HPVTight junction16/349169/84651.60e-031.01e-027.92e-0316
hsa0467055CervixN_HPVLeukocyte transendothelial migration12/349114/84652.50e-031.45e-021.13e-0212
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04520ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
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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
ACTN4SNVMissense_Mutationnovelc.2245N>Ap.Glu749Lysp.E749KO43707protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ACTN4SNVMissense_Mutationrs752211925c.1093N>Tp.Arg365Cysp.R365CO43707protein_codingdeleterious(0.02)benign(0.313)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACTN4SNVMissense_Mutationc.1210N>Cp.Glu404Glnp.E404QO43707protein_codingdeleterious(0.01)benign(0.347)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
ACTN4SNVMissense_Mutationc.1506G>Cp.Trp502Cysp.W502CO43707protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A24L-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenPD
ACTN4SNVMissense_Mutationc.2425N>Ap.Ala809Thrp.A809TO43707protein_codingtolerated(0.15)benign(0.012)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ACTN4SNVMissense_Mutationc.979N>Ap.Glu327Lysp.E327KO43707protein_codingtolerated(0.64)benign(0.027)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
ACTN4SNVMissense_Mutationc.2161N>Tp.Asp721Tyrp.D721YO43707protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-E2-A10A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyzoladexSD
ACTN4SNVMissense_Mutationnovelc.230A>Gp.Asp77Glyp.D77GO43707protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
ACTN4insertionIn_Frame_Insnovelc.1364_1365insCCTp.Lys455delinsAsnLeup.K455delinsNLO43707protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ACTN4insertionFrame_Shift_Insnovelc.1365_1366insTGCGGGTGCAGGGTp.His456CysfsTer58p.H456Cfs*58O43707protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
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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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