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:0031330111EsophagusESCCnegative regulation of cellular catabolic process166/8552262/187235.17e-091.08e-07166
GO:0048524110EsophagusESCCpositive regulation of viral process52/855265/187231.41e-082.77e-0752
GO:007147816EsophagusESCCcellular response to radiation122/8552186/187233.07e-085.73e-07122
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00310583EsophagusESCCpositive regulation of histone modification65/855292/187231.04e-061.31e-0565
GO:004580718EsophagusESCCpositive regulation of endocytosis69/8552100/187231.97e-062.29e-0569
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000038019EsophagusESCCalternative mRNA splicing, via spliceosome55/855277/187234.07e-064.38e-0555
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:1903312111EsophagusESCCnegative regulation of mRNA metabolic process62/855292/187232.08e-051.80e-0462
GO:20010228EsophagusESCCpositive regulation of response to DNA damage stimulus69/8552105/187232.66e-052.22e-0469
GO:005185115EsophagusESCCmodulation by host of symbiont process43/855260/187234.00e-053.22e-0443
GO:190390217EsophagusESCCpositive regulation of viral life cycle24/855229/187234.50e-053.55e-0424
GO:004800220EsophagusESCCantigen processing and presentation of peptide antigen44/855262/187234.81e-053.78e-0444
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
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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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