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: MIER1

Gene summary for MIER1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MIER1

Gene ID

57708

Gene nameMIER1 transcriptional regulator
Gene AliasER1
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q8N108


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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
57708MIER1HTA11_3410_2000001011HumanColorectumAD9.49e-11-4.90e-010.0155
57708MIER1HTA11_347_2000001011HumanColorectumAD3.65e-063.93e-01-0.1954
57708MIER1HTA11_10711_2000001011HumanColorectumAD3.04e-02-3.46e-010.0338
57708MIER1HTA11_7696_3000711011HumanColorectumAD3.83e-02-3.86e-010.0674
57708MIER1HTA11_99999973899_84307HumanColorectumMSS3.16e-02-5.19e-010.2585
57708MIER1HTA11_99999974143_84620HumanColorectumMSS1.33e-10-4.88e-010.3005
57708MIER1F007HumanColorectumFAP7.04e-05-4.06e-010.1176
57708MIER1A002-C-010HumanColorectumFAP3.37e-04-2.69e-010.242
57708MIER1A001-C-207HumanColorectumFAP9.41e-06-3.27e-010.1278
57708MIER1A015-C-203HumanColorectumFAP2.10e-20-4.11e-01-0.1294
57708MIER1A015-C-204HumanColorectumFAP4.77e-06-3.46e-01-0.0228
57708MIER1A014-C-040HumanColorectumFAP8.57e-04-2.79e-01-0.1184
57708MIER1A002-C-201HumanColorectumFAP5.39e-16-4.56e-010.0324
57708MIER1A002-C-203HumanColorectumFAP1.39e-06-3.83e-010.2786
57708MIER1A001-C-119HumanColorectumFAP1.87e-06-3.34e-01-0.1557
57708MIER1A001-C-108HumanColorectumFAP1.80e-12-3.91e-01-0.0272
57708MIER1A002-C-205HumanColorectumFAP2.66e-21-4.24e-01-0.1236
57708MIER1A001-C-104HumanColorectumFAP3.89e-03-3.23e-010.0184
57708MIER1A015-C-005HumanColorectumFAP7.45e-08-4.26e-01-0.0336
57708MIER1A015-C-006HumanColorectumFAP8.72e-18-5.51e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00987322LungIACmacromolecule deacylation25/2061116/187237.26e-049.60e-0325
GO:001657012LungAIShistone modification81/1849463/187232.30e-072.16e-0581
GO:000647611LungAISprotein deacetylation23/1849101/187231.06e-042.54e-0323
GO:00165751LungAIShistone deacetylation19/184982/187233.23e-045.84e-0319
GO:003560111LungAISprotein deacylation23/1849112/187235.25e-048.42e-0323
GO:004312213LungAISregulation of I-kappaB kinase/NF-kappaB signaling41/1849249/187237.57e-041.08e-0241
GO:000724913LungAISI-kappaB kinase/NF-kappaB signaling45/1849281/187237.90e-041.11e-0245
GO:00987321LungAISmacromolecule deacylation23/1849116/187238.77e-041.19e-0223
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:004312310Oral cavityOSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling122/7305186/187231.68e-138.52e-12122
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:00356014Oral cavityOSCCprotein deacylation74/7305112/187235.88e-091.26e-0774
GO:00987324Oral cavityOSCCmacromolecule deacylation74/7305116/187235.52e-081.01e-0674
GO:00064764Oral cavityOSCCprotein deacetylation66/7305101/187237.36e-081.30e-0666
GO:00165753Oral cavityOSCChistone deacetylation54/730582/187237.68e-071.08e-0554
GO:001657023Oral cavityEOLPhistone modification98/2218463/187235.58e-092.96e-0798
GO:004312223Oral cavityEOLPregulation of I-kappaB kinase/NF-kappaB signaling58/2218249/187232.72e-078.22e-0658
GO:000724924Oral cavityEOLPI-kappaB kinase/NF-kappaB signaling62/2218281/187238.00e-072.02e-0562
GO:004312322Oral cavityEOLPpositive regulation of I-kappaB kinase/NF-kappaB signaling42/2218186/187232.54e-053.75e-0442
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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
MIER1SNVMissense_Mutationnovelc.1414N>Cp.Val472Leup.V472LQ8N108protein_codingtolerated(0.21)benign(0.003)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
MIER1SNVMissense_Mutationc.1423N>Cp.Glu475Glnp.E475QQ8N108protein_codingdeleterious(0.05)benign(0.03)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MIER1SNVMissense_Mutationc.328N>Ap.Asp110Asnp.D110NQ8N108protein_codingtolerated(0.09)benign(0.387)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MIER1deletionFrame_Shift_Delnovelc.1503delNp.Asp502IlefsTer12p.D502Ifs*12Q8N108protein_codingTCGA-A7-A425-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinPD
MIER1insertionNonsense_Mutationnovelc.160_161insAATGCACACAACACAAGGAAGTTACTGGGAATTCTTCTGTCTAGCCTp.Val54GlufsTer15p.V54Efs*15Q8N108protein_codingTCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
MIER1deletionFrame_Shift_Delnovelc.304delAp.Thr102GlnfsTer7p.T102Qfs*7Q8N108protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MIER1SNVMissense_Mutationc.451N>Ap.Asp151Asnp.D151NQ8N108protein_codingtolerated(0.47)benign(0.25)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MIER1SNVMissense_Mutationc.418G>Ap.Glu140Lysp.E140KQ8N108protein_codingtolerated(0.39)benign(0.065)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MIER1SNVMissense_Mutationc.658G>Ap.Glu220Lysp.E220KQ8N108protein_codingdeleterious(0.04)benign(0.277)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MIER1SNVMissense_Mutationc.138G>Cp.Arg46Serp.R46SQ8N108protein_codingdeleterious_low_confidence(0.04)benign(0.027)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
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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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