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: NMI

Gene summary for NMI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NMI

Gene ID

9111

Gene nameN-myc and STAT interactor
Gene AliasNMI
Cytomap2q23.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q13287


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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
9111NMILZE4THumanEsophagusESCC4.33e-123.69e-010.0811
9111NMILZE7THumanEsophagusESCC3.54e-032.29e-010.0667
9111NMILZE8THumanEsophagusESCC1.49e-165.13e-010.067
9111NMILZE20THumanEsophagusESCC9.92e-092.57e-010.0662
9111NMILZE22THumanEsophagusESCC5.47e-042.81e-010.068
9111NMILZE24THumanEsophagusESCC5.55e-371.03e+000.0596
9111NMILZE21THumanEsophagusESCC3.47e-062.89e-010.0655
9111NMILZE6THumanEsophagusESCC1.08e-063.56e-010.0845
9111NMIP1T-EHumanEsophagusESCC3.95e-094.86e-010.0875
9111NMIP2T-EHumanEsophagusESCC1.33e-427.39e-010.1177
9111NMIP4T-EHumanEsophagusESCC3.16e-295.55e-010.1323
9111NMIP5T-EHumanEsophagusESCC5.81e-305.41e-010.1327
9111NMIP8T-EHumanEsophagusESCC1.51e-427.51e-010.0889
9111NMIP9T-EHumanEsophagusESCC3.54e-265.08e-010.1131
9111NMIP10T-EHumanEsophagusESCC1.75e-051.42e-010.116
9111NMIP11T-EHumanEsophagusESCC1.15e-331.11e+000.1426
9111NMIP12T-EHumanEsophagusESCC1.23e-295.18e-010.1122
9111NMIP15T-EHumanEsophagusESCC3.73e-255.28e-010.1149
9111NMIP16T-EHumanEsophagusESCC9.21e-172.88e-010.1153
9111NMIP17T-EHumanEsophagusESCC9.99e-175.79e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:00326084EsophagusESCCinterferon-beta production40/855256/187238.36e-056.08e-0440
GO:00326484EsophagusESCCregulation of interferon-beta production40/855256/187238.36e-056.08e-0440
GO:00603336EsophagusESCCinterferon-gamma-mediated signaling pathway22/855227/187231.49e-049.92e-0422
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:003247912EsophagusESCCregulation of type I interferon production61/855295/187232.05e-041.29e-0361
GO:003260612EsophagusESCCtype I interferon production61/855295/187232.05e-041.29e-0361
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:190122414EsophagusESCCpositive regulation of NIK/NF-kappaB signaling44/855269/187231.86e-038.42e-0344
GO:00458245EsophagusESCCnegative regulation of innate immune response45/855271/187231.98e-038.90e-0345
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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
NMISNVMissense_Mutationc.19N>Ap.Asp7Asnp.D7NQ13287protein_codingtolerated(1)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NMISNVMissense_Mutationnovelc.645N>Tp.Lys215Asnp.K215NQ13287protein_codingtolerated(0.61)benign(0.018)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NMISNVMissense_Mutationnovelc.571N>Ap.Val191Metp.V191MQ13287protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NMISNVMissense_Mutationc.10N>Cp.Asp4Hisp.D4HQ13287protein_codingdeleterious_low_confidence(0.01)benign(0.358)TCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NMISNVMissense_Mutationc.457G>Cp.Glu153Glnp.E153QQ13287protein_codingtolerated(0.39)benign(0.019)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NMISNVMissense_Mutationc.457N>Cp.Glu153Glnp.E153QQ13287protein_codingtolerated(0.39)benign(0.019)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NMISNVMissense_Mutationc.215N>Cp.Leu72Serp.L72SQ13287protein_codingtolerated(0.14)benign(0)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NMISNVMissense_Mutationrs530144789c.505N>Tp.Arg169Cysp.R169CQ13287protein_codingdeleterious(0)benign(0.055)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NMISNVMissense_Mutationc.109N>Cp.Asn37Hisp.N37HQ13287protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
NMISNVMissense_Mutationnovelc.852N>Tp.Lys284Asnp.K284NQ13287protein_codingtolerated(0.16)benign(0.01)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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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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