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: MMS19

Gene summary for MMS19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMS19

Gene ID

64210

Gene nameMMS19 homolog, cytosolic iron-sulfur assembly component
Gene AliasCIAO4
Cytomap10q24.1
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q96T76


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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
64210MMS19LZE4THumanEsophagusESCC2.25e-028.88e-020.0811
64210MMS19LZE8THumanEsophagusESCC2.53e-071.27e-010.067
64210MMS19LZE24THumanEsophagusESCC6.69e-132.87e-010.0596
64210MMS19P1T-EHumanEsophagusESCC3.19e-029.16e-020.0875
64210MMS19P2T-EHumanEsophagusESCC6.02e-242.72e-010.1177
64210MMS19P4T-EHumanEsophagusESCC3.02e-132.78e-010.1323
64210MMS19P5T-EHumanEsophagusESCC1.08e-081.36e-010.1327
64210MMS19P8T-EHumanEsophagusESCC4.64e-152.28e-010.0889
64210MMS19P9T-EHumanEsophagusESCC5.58e-061.35e-010.1131
64210MMS19P10T-EHumanEsophagusESCC7.84e-117.56e-020.116
64210MMS19P11T-EHumanEsophagusESCC1.35e-062.07e-010.1426
64210MMS19P12T-EHumanEsophagusESCC4.01e-253.87e-010.1122
64210MMS19P15T-EHumanEsophagusESCC4.24e-193.70e-010.1149
64210MMS19P16T-EHumanEsophagusESCC1.90e-253.76e-010.1153
64210MMS19P17T-EHumanEsophagusESCC5.50e-032.11e-010.1278
64210MMS19P19T-EHumanEsophagusESCC5.26e-093.89e-010.1662
64210MMS19P20T-EHumanEsophagusESCC7.98e-101.83e-010.1124
64210MMS19P21T-EHumanEsophagusESCC1.84e-172.61e-010.1617
64210MMS19P22T-EHumanEsophagusESCC1.79e-091.20e-010.1236
64210MMS19P23T-EHumanEsophagusESCC7.55e-183.58e-010.108
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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:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:200102021LiverHCCregulation of response to DNA damage stimulus128/7958219/187231.31e-061.90e-05128
GO:005105411LiverHCCpositive regulation of DNA metabolic process113/7958201/187235.76e-055.33e-04113
GO:200102211LiverHCCpositive regulation of response to DNA damage stimulus64/7958105/187231.03e-048.88e-0464
GO:00062824LiverHCCregulation of DNA repair74/7958130/187236.27e-043.89e-0374
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:00457393LiverHCCpositive regulation of DNA repair43/795873/187233.43e-031.55e-0243
GO:0016226LiverHCCiron-sulfur cluster assembly18/795826/187235.37e-032.24e-0218
GO:0031163LiverHCCmetallo-sulfur cluster assembly18/795826/187235.37e-032.24e-0218
GO:2000779LiverHCCregulation of double-strand break repair47/795885/187231.17e-024.28e-0247
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
GO:005105414Oral cavityOSCCpositive regulation of DNA metabolic process126/7305201/187238.12e-123.01e-10126
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:200102017Oral cavityOSCCregulation of response to DNA damage stimulus131/7305219/187233.21e-108.72e-09131
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:20010227Oral cavityOSCCpositive regulation of response to DNA damage stimulus63/7305105/187231.05e-051.11e-0463
GO:00062825Oral cavityOSCCregulation of DNA repair75/7305130/187231.19e-051.21e-0475
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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
MMS19SNVMissense_Mutationc.2980N>Gp.Pro994Alap.P994AQ96T76protein_codingtolerated(1)benign(0)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MMS19SNVMissense_Mutationrs756307565c.2575N>Ap.Glu859Lysp.E859KQ96T76protein_codingtolerated(0.16)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MMS19SNVMissense_Mutationnovelc.781N>Tp.Pro261Serp.P261SQ96T76protein_codingdeleterious(0.04)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MMS19SNVMissense_Mutationc.2399N>Tp.Thr800Ilep.T800IQ96T76protein_codingdeleterious(0.02)benign(0.131)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
MMS19insertionFrame_Shift_Insnovelc.209_210insTp.Gln70HisfsTer27p.Q70Hfs*27Q96T76protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MMS19insertionNonsense_Mutationnovelc.208_209insCCTTGACATAACTGGGp.Gln70ProfsTer4p.Q70Pfs*4Q96T76protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MMS19SNVMissense_Mutationnovelc.2401N>Gp.Leu801Valp.L801VQ96T76protein_codingtolerated(0.07)benign(0.119)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
MMS19SNVMissense_Mutationc.952N>Ap.Glu318Lysp.E318KQ96T76protein_codingdeleterious(0)probably_damaging(0.954)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MMS19SNVMissense_Mutationc.1988N>Tp.Thr663Ilep.T663IQ96T76protein_codingtolerated(0.08)possibly_damaging(0.572)TCGA-AA-3688-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MMS19SNVMissense_Mutationnovelc.2391G>Tp.Gln797Hisp.Q797HQ96T76protein_codingdeleterious(0)benign(0.219)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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