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: MR1

Gene summary for MR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MR1

Gene ID

3140

Gene namemajor histocompatibility complex, class I-related
Gene AliasHLALS
Cytomap1q25.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q95460


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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
3140MR1LZE4THumanEsophagusESCC4.23e-091.75e-010.0811
3140MR1LZE20THumanEsophagusESCC1.24e-029.35e-020.0662
3140MR1LZE24THumanEsophagusESCC1.39e-072.86e-010.0596
3140MR1P2T-EHumanEsophagusESCC2.79e-163.69e-010.1177
3140MR1P4T-EHumanEsophagusESCC3.81e-143.26e-010.1323
3140MR1P5T-EHumanEsophagusESCC1.52e-031.32e-010.1327
3140MR1P8T-EHumanEsophagusESCC7.17e-172.34e-010.0889
3140MR1P9T-EHumanEsophagusESCC4.71e-026.38e-020.1131
3140MR1P10T-EHumanEsophagusESCC2.28e-081.71e-010.116
3140MR1P11T-EHumanEsophagusESCC1.45e-052.00e-010.1426
3140MR1P12T-EHumanEsophagusESCC1.15e-101.61e-010.1122
3140MR1P15T-EHumanEsophagusESCC1.48e-092.04e-010.1149
3140MR1P16T-EHumanEsophagusESCC4.90e-061.38e-010.1153
3140MR1P20T-EHumanEsophagusESCC4.36e-142.76e-010.1124
3140MR1P21T-EHumanEsophagusESCC3.11e-172.21e-010.1617
3140MR1P22T-EHumanEsophagusESCC1.78e-111.69e-010.1236
3140MR1P23T-EHumanEsophagusESCC1.55e-093.38e-010.108
3140MR1P24T-EHumanEsophagusESCC1.81e-111.74e-010.1287
3140MR1P26T-EHumanEsophagusESCC1.21e-057.27e-020.1276
3140MR1P27T-EHumanEsophagusESCC2.83e-101.71e-010.1055
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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
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:200063721LiverHCCpositive regulation of gene silencing by miRNA22/795830/187236.14e-043.82e-0322
GO:004580721LiverHCCpositive regulation of endocytosis59/7958100/187236.35e-043.93e-0359
GO:006014721LiverHCCregulation of posttranscriptional gene silencing34/795852/187237.24e-044.42e-0334
GO:001714821LiverHCCnegative regulation of translation129/7958245/187238.14e-044.87e-03129
GO:001988411LiverHCCantigen processing and presentation of exogenous antigen31/795847/187239.90e-045.71e-0331
GO:006049112LiverHCCregulation of cell projection assembly101/7958188/187231.20e-036.69e-03101
GO:012003212LiverHCCregulation of plasma membrane bounded cell projection assembly100/7958186/187231.23e-036.81e-03100
GO:007124112LiverHCCcellular response to inorganic substance119/7958226/187231.26e-036.92e-03119
GO:004594711LiverHCCnegative regulation of translational initiation15/795819/187231.36e-037.28e-0315
GO:0046794LiverHCCtransport of virus15/795819/187231.36e-037.28e-0315
GO:190236921LiverHCCnegative regulation of RNA catabolic process45/795875/187231.67e-038.73e-0345
GO:000038121LiverHCCregulation of alternative mRNA splicing, via spliceosome37/795860/187232.13e-031.07e-0237
GO:006096411LiverHCCregulation of gene silencing by miRNA31/795849/187232.70e-031.29e-0231
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
GO:0060999LiverHCCpositive regulation of dendritic spine development27/795842/187233.60e-031.60e-0227
GO:190390212LiverHCCpositive regulation of viral life cycle20/795829/187233.61e-031.60e-0220
GO:1905214LiverHCCregulation of RNA binding10/795812/187234.79e-032.02e-0210
GO:01200344LiverHCCpositive regulation of plasma membrane bounded cell projection assembly58/7958105/187235.66e-032.36e-0258
GO:00448271LiverHCCmodulation by host of viral genome replication14/795819/187235.94e-032.44e-0214
GO:190237311LiverHCCnegative regulation of mRNA catabolic process37/795863/187236.82e-032.73e-0237
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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
MR1SNVMissense_Mutationc.1022G>Ap.Arg341Glnp.R341QQ95460protein_codingtolerated_low_confidence(1)benign(0)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MR1SNVMissense_Mutationc.334C>Gp.His112Aspp.H112DQ95460protein_codingdeleterious(0)benign(0.393)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MR1SNVMissense_Mutationc.176A>Gp.Asp59Glyp.D59GQ95460protein_codingdeleterious(0)benign(0.371)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MR1SNVMissense_Mutationc.65N>Tp.Ser22Phep.S22FQ95460protein_codingdeleterious(0.01)benign(0.06)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
MR1SNVMissense_Mutationnovelc.382A>Gp.Thr128Alap.T128AQ95460protein_codingtolerated(0.08)possibly_damaging(0.682)TCGA-OL-A6VR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MR1SNVMissense_Mutationnovelc.148G>Ap.Val50Metp.V50MQ95460protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
MR1SNVMissense_Mutationnovelc.823N>Gp.Leu275Valp.L275VQ95460protein_codingtolerated(0.62)benign(0.005)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
MR1SNVMissense_Mutationrs377066166c.816N>Ap.Ser272Argp.S272RQ95460protein_codingdeleterious(0.04)possibly_damaging(0.452)TCGA-A6-6782-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MR1SNVMissense_Mutationrs775161220c.137C>Tp.Ser46Leup.S46LQ95460protein_codingtolerated(0.1)probably_damaging(0.998)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MR1SNVMissense_Mutationrs775161220c.137C>Tp.Ser46Leup.S46LQ95460protein_codingtolerated(0.1)probably_damaging(0.998)TCGA-AA-3977-01Colorectumcolon 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
3140MR1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEANTITHYMOCYTE GLOBULIN
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