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: MDN1

Gene summary for MDN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MDN1

Gene ID

23195

Gene namemidasin AAA ATPase 1
Gene AliasRea1
Cytomap6q15
Gene Typeprotein-coding
GO ID

GO:0000027

UniProtAcc

Q9NU22


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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
23195MDN1CCI_2HumanCervixCC1.62e-035.71e-010.5249
23195MDN1CCI_3HumanCervixCC6.04e-076.25e-010.516
23195MDN1AEH-subject4HumanEndometriumAEH3.50e-022.48e-01-0.2657
23195MDN1EEC-subject2HumanEndometriumEEC8.42e-031.49e-01-0.2607
23195MDN1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC7.25e-071.93e-02-0.1869
23195MDN1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.89e-03-3.45e-02-0.1875
23195MDN1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC7.79e-03-2.96e-02-0.1883
23195MDN1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.00e-069.07e-02-0.1934
23195MDN1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.30e-12-5.42e-02-0.1917
23195MDN1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.72e-06-6.61e-02-0.1916
23195MDN1LZE4THumanEsophagusESCC1.98e-041.92e-010.0811
23195MDN1LZE7THumanEsophagusESCC8.90e-042.66e-010.0667
23195MDN1LZE24THumanEsophagusESCC1.02e-042.23e-010.0596
23195MDN1LZE21THumanEsophagusESCC1.95e-022.75e-010.0655
23195MDN1P1T-EHumanEsophagusESCC4.29e-022.09e-010.0875
23195MDN1P2T-EHumanEsophagusESCC7.72e-132.13e-010.1177
23195MDN1P4T-EHumanEsophagusESCC2.74e-031.01e-010.1323
23195MDN1P5T-EHumanEsophagusESCC6.67e-051.19e-010.1327
23195MDN1P8T-EHumanEsophagusESCC9.45e-131.47e-010.0889
23195MDN1P9T-EHumanEsophagusESCC3.70e-056.67e-020.1131
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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
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:004225510CervixCCribosome assembly25/231161/187231.70e-081.27e-0625
GO:004227310CervixCCribosomal large subunit biogenesis26/231172/187231.87e-078.48e-0626
GO:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:002261810CervixCCribonucleoprotein complex assembly49/2311220/187232.52e-054.29e-0449
GO:000002710CervixCCribosomal large subunit assembly12/231127/187233.52e-055.65e-0412
GO:007182610CervixCCribonucleoprotein complex subunit organization49/2311227/187235.91e-058.54e-0449
GO:00160727CervixCCrRNA metabolic process42/2311236/187239.12e-034.60e-0242
GO:002261316EndometriumAEHribonucleoprotein complex biogenesis107/2100463/187231.43e-134.08e-11107
GO:007182616EndometriumAEHribonucleoprotein complex subunit organization65/2100227/187234.47e-131.07e-1065
GO:002261816EndometriumAEHribonucleoprotein complex assembly63/2100220/187231.02e-122.24e-1063
GO:004227316EndometriumAEHribosomal large subunit biogenesis30/210072/187233.69e-115.03e-0930
GO:004225516EndometriumAEHribosome assembly26/210061/187234.06e-104.20e-0826
GO:004225416EndometriumAEHribosome biogenesis67/2100299/187231.95e-081.18e-0667
GO:000002716EndometriumAEHribosomal large subunit assembly12/210027/187231.32e-052.84e-0412
GO:00063648EndometriumAEHrRNA processing47/2100225/187231.78e-053.65e-0447
GO:00160728EndometriumAEHrRNA metabolic process48/2100236/187233.01e-055.54e-0448
GO:00344707EndometriumAEHncRNA processing62/2100395/187233.93e-032.65e-0262
GO:002261317EndometriumEECribonucleoprotein complex biogenesis108/2168463/187234.60e-139.86e-11108
GO:007182617EndometriumEECribonucleoprotein complex subunit organization65/2168227/187231.91e-123.58e-1065
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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
MDN1SNVMissense_Mutationnovelc.14416N>Cp.Asp4806Hisp.D4806HQ9NU22protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MDN1SNVMissense_Mutationc.1267N>Tp.Leu423Phep.L423FQ9NU22protein_codingdeleterious(0)probably_damaging(0.981)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MDN1SNVMissense_Mutationc.14490G>Cp.Lys4830Asnp.K4830NQ9NU22protein_codingtolerated(0.17)benign(0.01)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MDN1SNVMissense_Mutationc.6601G>Cp.Glu2201Glnp.E2201QQ9NU22protein_codingtolerated(0.18)benign(0.097)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
MDN1SNVMissense_Mutationc.16616A>Gp.Asp5539Glyp.D5539GQ9NU22protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MDN1SNVMissense_Mutationc.12696N>Tp.Leu4232Phep.L4232FQ9NU22protein_codingdeleterious(0.05)probably_damaging(0.997)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MDN1SNVMissense_Mutationrs748817931c.11174N>Ap.Arg3725Glnp.R3725QQ9NU22protein_codingtolerated(0.17)benign(0.009)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MDN1SNVMissense_Mutationc.11986G>Cp.Glu3996Glnp.E3996QQ9NU22protein_codingtolerated(0.08)benign(0.079)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MDN1SNVMissense_Mutationc.10722C>Ap.Phe3574Leup.F3574LQ9NU22protein_codingtolerated(0.25)benign(0.212)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MDN1SNVMissense_Mutationc.9646G>Cp.Glu3216Glnp.E3216QQ9NU22protein_codingtolerated(0.26)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
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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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