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:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0046486ColorectumSERglycerolipid metabolic process82/2897392/187232.26e-032.17e-0282
GO:00163111ColorectumSERdephosphorylation86/2897417/187232.73e-032.46e-0286
GO:00066441ColorectumSERphospholipid metabolic process79/2897383/187233.94e-033.24e-0279
GO:00302581ColorectumSERlipid modification47/2897212/187236.01e-034.38e-0247
GO:00066501ColorectumSERglycerophospholipid metabolic process64/2897306/187236.41e-034.60e-0264
GO:00302582ColorectumMSSlipid modification57/3467212/187231.64e-031.49e-0257
GO:00163112ColorectumMSSdephosphorylation101/3467417/187231.98e-031.70e-02101
GO:00163113ColorectumFAPdephosphorylation95/2622417/187237.07e-073.32e-0595
GO:00302583ColorectumFAPlipid modification52/2622212/187232.84e-056.49e-0452
GO:00066502ColorectumFAPglycerophospholipid metabolic process62/2622306/187231.54e-031.38e-0262
GO:00066442ColorectumFAPphospholipid metabolic process74/2622383/187232.24e-031.83e-0274
GO:19019984EndometriumEECtoxin transport11/216840/187234.65e-032.97e-0211
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
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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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