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: MEIS2

Gene summary for MEIS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MEIS2

Gene ID

4212

Gene nameMeis homeobox 2
Gene AliasCPCMR
Cytomap15q14
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024R9L4


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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
4212MEIS2AEH-subject1HumanEndometriumAEH2.57e-216.19e-01-0.3059
4212MEIS2AEH-subject2HumanEndometriumAEH1.97e-196.27e-01-0.2525
4212MEIS2AEH-subject3HumanEndometriumAEH3.21e-246.66e-01-0.2576
4212MEIS2AEH-subject4HumanEndometriumAEH8.92e-237.27e-01-0.2657
4212MEIS2AEH-subject5HumanEndometriumAEH1.74e-063.34e-01-0.2953
4212MEIS2EEC-subject1HumanEndometriumEEC3.47e-124.73e-01-0.2682
4212MEIS2EEC-subject2HumanEndometriumEEC7.33e-328.51e-01-0.2607
4212MEIS2EEC-subject3HumanEndometriumEEC6.62e-03-2.85e-02-0.2525
4212MEIS2EEC-subject4HumanEndometriumEEC4.61e-155.14e-01-0.2571
4212MEIS2EEC-subject5HumanEndometriumEEC1.54e-134.75e-01-0.249
4212MEIS2GSM5276935HumanEndometriumEEC4.01e-02-9.90e-02-0.123
4212MEIS2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.49e-061.24e-01-0.1869
4212MEIS2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.26e-058.81e-02-0.1875
4212MEIS2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.10e-069.98e-02-0.1883
4212MEIS2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.85e-04-1.00e-01-0.1917
4212MEIS2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.69e-03-7.96e-02-0.1916
4212MEIS2LZE4THumanEsophagusESCC6.69e-061.58e-010.0811
4212MEIS2LZE5THumanEsophagusESCC2.73e-032.17e-010.0514
4212MEIS2LZE8THumanEsophagusESCC3.77e-032.09e-010.067
4212MEIS2LZE21THumanEsophagusESCC3.13e-053.31e-010.0655
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00096128EndometriumAEHresponse to mechanical stimulus42/2100216/187232.58e-043.04e-0342
GO:00457877EndometriumAEHpositive regulation of cell cycle56/2100313/187232.73e-043.14e-0356
GO:190370614EndometriumAEHregulation of hemopoiesis63/2100367/187233.81e-044.10e-0363
GO:004563716EndometriumAEHregulation of myeloid cell differentiation40/2100210/187235.49e-045.52e-0340
GO:003009916EndometriumAEHmyeloid cell differentiation62/2100381/187231.67e-031.36e-0262
GO:000931410EndometriumAEHresponse to radiation70/2100456/187233.99e-032.68e-0270
GO:00459317EndometriumAEHpositive regulation of mitotic cell cycle23/2100121/187237.76e-034.33e-0223
GO:000961213EndometriumEECresponse to mechanical stimulus45/2168216/187236.17e-059.28e-0445
GO:190370615EndometriumEECregulation of hemopoiesis67/2168367/187231.01e-041.40e-0367
GO:004578713EndometriumEECpositive regulation of cell cycle59/2168313/187231.04e-041.44e-0359
GO:004563717EndometriumEECregulation of myeloid cell differentiation42/2168210/187232.72e-043.09e-0342
GO:003009917EndometriumEECmyeloid cell differentiation64/2168381/187231.40e-031.14e-0264
GO:004593113EndometriumEECpositive regulation of mitotic cell cycle25/2168121/187232.76e-031.97e-0225
GO:000931413EndometriumEECresponse to radiation71/2168456/187235.69e-033.42e-0271
GO:00073467EndometriumEECregulation of mitotic cell cycle70/2168457/187238.76e-034.74e-0270
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:004593116EsophagusESCCpositive regulation of mitotic cell cycle83/8552121/187232.78e-074.08e-0683
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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
MEIS2MASTCervixADJSPARCL1,AQP1,COL1A1, etc.4.19e-01The 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.
MEIS2MASTCervixCCSPARCL1,AQP1,COL1A1, etc.8.27e-02The 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.
MEIS2MASTCervixHSIL_HPVSPARCL1,AQP1,COL1A1, etc.2.89e-01The 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.
MEIS2CAFCervixADJXIST,POLR2J3,MEG8, etc.1.55e-01The 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.
MEIS2MASTColorectumADSLC24A3,KIT,BACE2, etc.2.62e-01The 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.
MEIS2MASTColorectumSERSLC24A3,KIT,BACE2, etc.2.19e-01The 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.
MEIS2MYOFIBColorectumHealthyMEIS1,IGF1R,LRBA, etc.6.46e-01The 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.
MEIS2MVAColorectumHealthyMEIS1,IGF1R,LRBA, etc.7.53e-04The 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.
MEIS2PCVColorectumHealthyMEIS1,IGF1R,LRBA, etc.1.67e-03The 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.
MEIS2MASTEndometriumADJMS4A2,RGS13,MLPH, etc.3.36e-01The 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.
∗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
MEIS2SNVMissense_Mutationc.91C>Tp.Arg31Trpp.R31WO14770protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MEIS2SNVMissense_Mutationc.1246N>Tp.Pro416Serp.P416SO14770protein_codingtolerated_low_confidence(0.27)benign(0.003)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MEIS2SNVMissense_Mutationc.211N>Ap.Asp71Asnp.D71NO14770protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MEIS2SNVMissense_Mutationc.245N>Ap.Gly82Glup.G82EO14770protein_codingdeleterious(0.04)possibly_damaging(0.901)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
MEIS2insertionIn_Frame_Insnovelc.644_645insATTp.Pro215_Ser216insPhep.P215_S216insFO14770protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MEIS2deletionFrame_Shift_Delc.1216_1232delNNNNNNNNNNNNNNNNNp.Ser406AspfsTer69p.S406Dfs*69O14770protein_codingTCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MEIS2SNVMissense_Mutationrs571091781c.580N>Ap.Gly194Serp.G194SO14770protein_codingtolerated(0.12)benign(0.164)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEIS2SNVMissense_Mutationnovelc.214N>Ap.Ala72Thrp.A72TO14770protein_codingtolerated(0.09)benign(0.148)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MEIS2SNVMissense_Mutationrs770033702c.617N>Tp.Ser206Phep.S206FO14770protein_codingdeleterious(0)possibly_damaging(0.707)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MEIS2SNVMissense_Mutationc.248N>Cp.His83Prop.H83PO14770protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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