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: MCRS1

Gene summary for MCRS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCRS1

Gene ID

10445

Gene namemicrospherule protein 1
Gene AliasICP22BP
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96EZ8


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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
10445MCRS1LZE4THumanEsophagusESCC1.17e-031.72e-010.0811
10445MCRS1LZE7THumanEsophagusESCC3.01e-106.09e-010.0667
10445MCRS1LZE8THumanEsophagusESCC2.34e-072.96e-010.067
10445MCRS1LZE20THumanEsophagusESCC6.92e-032.31e-010.0662
10445MCRS1LZE22D1HumanEsophagusHGIN2.02e-021.87e-010.0595
10445MCRS1LZE22THumanEsophagusESCC2.96e-032.29e-010.068
10445MCRS1LZE24THumanEsophagusESCC9.37e-144.11e-010.0596
10445MCRS1LZE6THumanEsophagusESCC3.55e-063.87e-010.0845
10445MCRS1P1T-EHumanEsophagusESCC1.25e-094.90e-010.0875
10445MCRS1P2T-EHumanEsophagusESCC3.11e-427.01e-010.1177
10445MCRS1P4T-EHumanEsophagusESCC4.95e-236.26e-010.1323
10445MCRS1P5T-EHumanEsophagusESCC2.73e-101.83e-010.1327
10445MCRS1P8T-EHumanEsophagusESCC3.59e-416.34e-010.0889
10445MCRS1P9T-EHumanEsophagusESCC2.14e-122.82e-010.1131
10445MCRS1P10T-EHumanEsophagusESCC1.40e-264.29e-010.116
10445MCRS1P11T-EHumanEsophagusESCC1.43e-135.68e-010.1426
10445MCRS1P12T-EHumanEsophagusESCC1.97e-223.90e-010.1122
10445MCRS1P15T-EHumanEsophagusESCC2.27e-143.35e-010.1149
10445MCRS1P16T-EHumanEsophagusESCC7.82e-395.34e-010.1153
10445MCRS1P17T-EHumanEsophagusESCC3.54e-116.06e-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:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:190018216EsophagusHGINpositive regulation of protein localization to nucleus30/258787/187238.74e-073.59e-0530
GO:190018017EsophagusHGINregulation of protein localization to nucleus40/2587136/187231.69e-066.31e-0540
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00064735EsophagusHGINprotein acetylation45/2587201/187236.17e-048.58e-0345
GO:00439844EsophagusHGINhistone H4-K16 acetylation9/258720/187237.18e-049.60e-039
GO:00183945EsophagusHGINpeptidyl-lysine acetylation39/2587169/187237.46e-049.90e-0339
GO:00435435EsophagusHGINprotein acylation51/2587243/187231.33e-031.57e-0251
GO:00439675EsophagusHGINhistone H4 acetylation19/258767/187231.39e-031.63e-0219
GO:00064755EsophagusHGINinternal protein amino acid acetylation36/2587160/187231.87e-032.01e-0236
GO:00183935EsophagusHGINinternal peptidyl-lysine acetylation35/2587158/187232.82e-032.75e-0235
GO:19025702EsophagusHGINprotein localization to nucleolus7/258716/187233.47e-033.22e-027
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
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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
MCRS1SNVMissense_Mutationc.928N>Gp.Arg310Glyp.R310GQ96EZ8protein_codingdeleterious(0.03)benign(0.306)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
MCRS1SNVMissense_Mutationc.842C>Gp.Thr281Argp.T281RQ96EZ8protein_codingtolerated(0.06)possibly_damaging(0.668)TCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
MCRS1SNVMissense_Mutationc.676N>Ap.Glu226Lysp.E226KQ96EZ8protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
MCRS1SNVMissense_Mutationc.556G>Cp.Glu186Glnp.E186QQ96EZ8protein_codingtolerated(0.47)benign(0.007)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MCRS1SNVMissense_Mutationc.454G>Ap.Asp152Asnp.D152NQ96EZ8protein_codingdeleterious(0.01)probably_damaging(1)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MCRS1SNVMissense_Mutationnovelc.1339N>Cp.Glu447Glnp.E447QQ96EZ8protein_codingdeleterious(0.01)probably_damaging(1)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
MCRS1SNVMissense_Mutationc.1091G>Ap.Gly364Aspp.G364DQ96EZ8protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MCRS1SNVMissense_Mutationc.1245N>Ap.Phe415Leup.F415LQ96EZ8protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MCRS1SNVMissense_Mutationnovelc.908N>Gp.Asp303Glyp.D303GQ96EZ8protein_codingdeleterious(0)benign(0.357)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
MCRS1SNVMissense_Mutationc.287N>Ap.Arg96Hisp.R96HQ96EZ8protein_codingtolerated(0.08)probably_damaging(0.984)TCGA-AD-5900-01Colorectumcolon 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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