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: MND1

Gene summary for MND1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MND1

Gene ID

84057

Gene namemeiotic nuclear divisions 1
Gene AliasGAJ
Cytomap4q31.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A087WTC6


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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
84057MND1P2T-EHumanEsophagusESCC6.62e-205.67e-010.1177
84057MND1P4T-EHumanEsophagusESCC6.30e-155.01e-010.1323
84057MND1P5T-EHumanEsophagusESCC1.30e-152.99e-010.1327
84057MND1P10T-EHumanEsophagusESCC1.96e-051.28e-010.116
84057MND1P12T-EHumanEsophagusESCC8.40e-041.54e-010.1122
84057MND1P15T-EHumanEsophagusESCC1.36e-052.67e-010.1149
84057MND1P16T-EHumanEsophagusESCC1.12e-062.64e-010.1153
84057MND1P17T-EHumanEsophagusESCC1.20e-032.78e-010.1278
84057MND1P22T-EHumanEsophagusESCC4.17e-051.54e-010.1236
84057MND1P24T-EHumanEsophagusESCC3.89e-123.11e-010.1287
84057MND1P26T-EHumanEsophagusESCC9.44e-072.32e-010.1276
84057MND1P28T-EHumanEsophagusESCC4.41e-071.76e-010.1149
84057MND1P31T-EHumanEsophagusESCC1.88e-113.47e-010.1251
84057MND1P32T-EHumanEsophagusESCC3.89e-122.80e-010.1666
84057MND1P36T-EHumanEsophagusESCC4.84e-022.30e-010.1187
84057MND1P37T-EHumanEsophagusESCC2.19e-102.82e-010.1371
84057MND1P38T-EHumanEsophagusESCC1.89e-041.69e-010.127
84057MND1P48T-EHumanEsophagusESCC4.17e-051.34e-010.0959
84057MND1P49T-EHumanEsophagusESCC3.84e-045.39e-010.1768
84057MND1P52T-EHumanEsophagusESCC4.59e-266.00e-010.1555
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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
∗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:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
GO:004572714BreastIDCpositive regulation of translation33/1434136/187231.92e-091.73e-0733
GO:003425014BreastIDCpositive regulation of cellular amide metabolic process35/1434162/187231.63e-081.16e-0635
GO:00325432BreastIDCmitochondrial translation13/143476/187234.81e-033.67e-0213
GO:000641724BreastDCISregulation of translation72/1390468/187232.46e-092.17e-0772
GO:004572724BreastDCISpositive regulation of translation32/1390136/187233.56e-093.10e-0732
GO:003425023BreastDCISpositive regulation of cellular amide metabolic process34/1390162/187232.60e-081.73e-0634
GO:003254311BreastDCISmitochondrial translation13/139076/187233.70e-032.99e-0213
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00701292EsophagusESCCregulation of mitochondrial translation22/855224/187232.82e-063.21e-0522
GO:00621252EsophagusESCCregulation of mitochondrial gene expression24/855228/187231.37e-051.25e-0424
GO:00701312EsophagusESCCpositive regulation of mitochondrial translation14/855215/187231.47e-049.85e-0414
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
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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
MND1SNVMissense_Mutationrs558905999c.523N>Tp.Ala175Serp.A175SQ9BWT6protein_codingtolerated(0.75)benign(0.015)TCGA-C8-A1HN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MND1SNVMissense_Mutationc.307N>Gp.Leu103Valp.L103VQ9BWT6protein_codingtolerated(0.18)benign(0.095)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MND1SNVMissense_Mutationnovelc.62N>Gp.Ser21Cysp.S21CQ9BWT6protein_codingdeleterious(0.01)benign(0.022)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
MND1insertionFrame_Shift_Insnovelc.605_606insTp.Tyr203LeufsTer27p.Y203Lfs*27Q9BWT6protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MND1insertionFrame_Shift_Insnovelc.606_607insCAGAAATGTGTTTATCAATATTTGAp.Tyr203GlnfsTer35p.Y203Qfs*35Q9BWT6protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MND1SNVMissense_Mutationnovelc.476N>Tp.Asn159Ilep.N159IQ9BWT6protein_codingtolerated(0.34)benign(0.029)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MND1SNVMissense_Mutationrs748702473c.392N>Ap.Arg131Glnp.R131QQ9BWT6protein_codingtolerated(0.55)benign(0.007)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MND1SNVMissense_Mutationnovelc.58N>Cp.Phe20Leup.F20LQ9BWT6protein_codingdeleterious(0.01)possibly_damaging(0.489)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MND1SNVMissense_Mutationnovelc.533C>Ap.Ser178Tyrp.S178YQ9BWT6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MND1SNVMissense_Mutationnovelc.73N>Tp.Asp25Tyrp.D25YQ9BWT6protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<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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