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: MICAL3

Gene summary for MICAL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MICAL3

Gene ID

57553

Gene namemicrotubule associated monooxygenase, calponin and LIM domain containing 3
Gene AliasMICAL-3
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q7RTP6


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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
57553MICAL3CCI_1HumanCervixCC6.28e-057.13e-010.528
57553MICAL3CCI_3HumanCervixCC7.42e-076.95e-010.516
57553MICAL3HTA11_3410_2000001011HumanColorectumAD1.42e-09-4.60e-010.0155
57553MICAL3HTA11_7862_2000001011HumanColorectumAD1.07e-03-3.92e-01-0.0179
57553MICAL3HTA11_866_3004761011HumanColorectumAD1.14e-03-3.74e-010.096
57553MICAL3HTA11_99999970781_79442HumanColorectumMSS8.81e-22-5.62e-010.294
57553MICAL3HTA11_99999974143_84620HumanColorectumMSS1.22e-09-4.50e-010.3005
57553MICAL3F007HumanColorectumFAP1.63e-02-3.23e-010.1176
57553MICAL3A001-C-207HumanColorectumFAP6.38e-04-2.93e-010.1278
57553MICAL3A015-C-203HumanColorectumFAP4.25e-38-6.38e-01-0.1294
57553MICAL3A015-C-204HumanColorectumFAP1.15e-09-4.01e-01-0.0228
57553MICAL3A014-C-040HumanColorectumFAP2.45e-05-3.50e-01-0.1184
57553MICAL3A002-C-201HumanColorectumFAP9.74e-15-3.78e-010.0324
57553MICAL3A002-C-203HumanColorectumFAP1.96e-05-2.59e-010.2786
57553MICAL3A001-C-119HumanColorectumFAP2.50e-09-4.00e-01-0.1557
57553MICAL3A001-C-108HumanColorectumFAP3.56e-18-3.25e-01-0.0272
57553MICAL3A002-C-205HumanColorectumFAP9.22e-30-5.74e-01-0.1236
57553MICAL3A001-C-104HumanColorectumFAP1.59e-03-2.24e-010.0184
57553MICAL3A015-C-005HumanColorectumFAP1.27e-02-2.01e-01-0.0336
57553MICAL3A015-C-006HumanColorectumFAP9.88e-21-5.04e-01-0.0994
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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
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
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
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:00081549CervixCCactin polymerization or depolymerization51/2311218/187234.05e-061.05e-0451
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00329847CervixCCprotein-containing complex disassembly41/2311224/187236.13e-033.48e-0241
GO:00068873CervixCCexocytosis59/2311352/187238.74e-034.48e-0259
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0008154ColorectumADactin polymerization or depolymerization90/3918218/187236.14e-128.23e-1090
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0030042ColorectumADactin filament depolymerization27/391859/187231.65e-053.47e-0427
GO:0043624ColorectumADcellular protein complex disassembly45/3918136/187236.24e-046.48e-0345
GO:0051261ColorectumADprotein depolymerization39/3918114/187236.74e-046.91e-0339
GO:0006887ColorectumADexocytosis96/3918352/187232.48e-031.90e-0296
GO:00070152ColorectumMSSactin filament organization146/3467442/187231.16e-132.67e-11146
GO:00081542ColorectumMSSactin polymerization or depolymerization79/3467218/187234.14e-103.49e-0879
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00329842ColorectumMSSprotein-containing complex disassembly69/3467224/187235.61e-061.50e-0469
GO:00300422ColorectumMSSactin filament depolymerization22/346759/187235.35e-046.02e-0322
GO:00070154ColorectumFAPactin filament organization125/2622442/187231.97e-153.03e-12125
GO:00081544ColorectumFAPactin polymerization or depolymerization60/2622218/187231.15e-077.43e-0660
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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
MICAL3SNVMissense_Mutationrs770532587c.2119N>Gp.Leu707Valp.L707VQ7RTP6protein_codingtolerated_low_confidence(0.13)benign(0.418)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MICAL3SNVMissense_Mutationnovelc.2977N>Cp.Glu993Glnp.E993QQ7RTP6protein_codingdeleterious_low_confidence(0.04)benign(0.422)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
MICAL3SNVMissense_Mutationnovelc.755G>Ap.Arg252Glnp.R252QQ7RTP6protein_codingdeleterious(0)possibly_damaging(0.859)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MICAL3SNVMissense_Mutationc.639N>Tp.Glu213Aspp.E213DQ7RTP6protein_codingtolerated(0.2)probably_damaging(0.97)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
MICAL3SNVMissense_Mutationc.4886N>Tp.Ala1629Valp.A1629VQ7RTP6protein_codingtolerated_low_confidence(0.06)benign(0.003)TCGA-BH-A0AU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MICAL3SNVMissense_Mutationnovelc.3671N>Cp.Arg1224Prop.R1224PQ7RTP6protein_codingtolerated_low_confidence(0.1)benign(0.301)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MICAL3SNVMissense_Mutationc.1432T>Cp.Phe478Leup.F478LQ7RTP6protein_codingtolerated(0.16)benign(0.444)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MICAL3SNVMissense_Mutationrs201688866c.4343N>Tp.Ser1448Leup.S1448LQ7RTP6protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.988)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
MICAL3SNVMissense_Mutationnovelc.3904N>Cp.Ser1302Argp.S1302RQ7RTP6protein_codingtolerated_low_confidence(0.05)benign(0)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MICAL3insertionFrame_Shift_Insnovelc.421_422insTATCTAGAGATGGTCCTp.Gly141ValfsTer30p.G141Vfs*30Q7RTP6protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
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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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