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: MRI1

Gene summary for MRI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRI1

Gene ID

84245

Gene namemethylthioribose-1-phosphate isomerase 1
Gene AliasM1Pi
Cytomap19p13.13
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q9BV20


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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
84245MRI1LZE4THumanEsophagusESCC7.31e-042.05e-010.0811
84245MRI1LZE7THumanEsophagusESCC3.43e-021.50e-010.0667
84245MRI1LZE24THumanEsophagusESCC6.41e-092.06e-010.0596
84245MRI1P1T-EHumanEsophagusESCC2.04e-073.21e-010.0875
84245MRI1P2T-EHumanEsophagusESCC2.10e-111.87e-010.1177
84245MRI1P4T-EHumanEsophagusESCC6.53e-101.50e-010.1323
84245MRI1P5T-EHumanEsophagusESCC3.34e-081.58e-010.1327
84245MRI1P8T-EHumanEsophagusESCC7.99e-101.80e-010.0889
84245MRI1P9T-EHumanEsophagusESCC1.18e-071.69e-010.1131
84245MRI1P10T-EHumanEsophagusESCC1.07e-142.81e-010.116
84245MRI1P11T-EHumanEsophagusESCC7.05e-073.75e-010.1426
84245MRI1P12T-EHumanEsophagusESCC2.71e-182.15e-010.1122
84245MRI1P15T-EHumanEsophagusESCC2.66e-081.59e-010.1149
84245MRI1P16T-EHumanEsophagusESCC7.61e-061.38e-010.1153
84245MRI1P17T-EHumanEsophagusESCC2.74e-032.58e-010.1278
84245MRI1P19T-EHumanEsophagusESCC7.59e-043.18e-010.1662
84245MRI1P20T-EHumanEsophagusESCC3.40e-194.62e-010.1124
84245MRI1P21T-EHumanEsophagusESCC8.80e-131.97e-010.1617
84245MRI1P22T-EHumanEsophagusESCC2.96e-121.87e-010.1236
84245MRI1P23T-EHumanEsophagusESCC1.22e-133.29e-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
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:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:00086525EsophagusESCCcellular amino acid biosynthetic process51/855276/187231.30e-048.88e-0451
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:19016075EsophagusESCCalpha-amino acid biosynthetic process45/855268/187235.13e-042.84e-0345
GO:00090674EsophagusESCCaspartate family amino acid biosynthetic process17/855221/187231.03e-035.19e-0317
GO:00090862EsophagusESCCmethionine biosynthetic process10/855212/187238.94e-033.12e-0210
GO:00430941EsophagusESCCcellular metabolic compound salvage18/855226/187231.32e-024.31e-0218
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:00086522LiverHCCcellular amino acid biosynthetic process58/795876/187231.98e-095.63e-0858
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:19016072LiverHCCalpha-amino acid biosynthetic process53/795868/187232.62e-097.16e-0853
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:00000962LiverHCCsulfur amino acid metabolic process29/795834/187233.26e-075.62e-0629
GO:00090672LiverHCCaspartate family amino acid biosynthetic process19/795821/187236.44e-067.84e-0519
GO:00090861LiverHCCmethionine biosynthetic process12/795812/187233.46e-053.45e-0412
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
MRI1SNVMissense_Mutationc.1039N>Ap.Glu347Lysp.E347KQ9BV20protein_codingtolerated(0.73)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MRI1SNVMissense_Mutationc.547N>Tp.Gly183Cysp.G183CQ9BV20protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRI1SNVMissense_Mutationnovelc.882G>Cp.Glu294Aspp.E294DQ9BV20protein_codingtolerated(0.98)benign(0.003)TCGA-E9-A226-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
MRI1deletionFrame_Shift_Delrs751646149c.988delCp.His330ThrfsTer24p.H330Tfs*24Q9BV20protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MRI1insertionNonsense_Mutationnovelc.1004_1005insCACTTTGGGAGGCCGAGGCGGGCAGATCACCTGAGGTCGGGAGTTp.Gly335_Gly336insThrLeuGlyGlyArgGlyGlyGlnIleThrTerGlyArgGluPhep.G335_G336insTLGGRGGQIT*GREFQ9BV20protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
MRI1SNVMissense_Mutationnovelc.1099N>Tp.Pro367Serp.P367SQ9BV20protein_codingtolerated_low_confidence(0.17)benign(0.005)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
MRI1deletionFrame_Shift_Delrs751646149c.988delCp.His330ThrfsTer24p.H330Tfs*24Q9BV20protein_codingTCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
MRI1deletionFrame_Shift_Delrs751646149c.983delNp.His330ThrfsTer24p.H330Tfs*24Q9BV20protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRI1deletionFrame_Shift_Delrs751646149c.983delNp.His330ThrfsTer24p.H330Tfs*24Q9BV20protein_codingTCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
MRI1deletionFrame_Shift_Delrs751646149c.983delNp.His330ThrfsTer24p.H330Tfs*24Q9BV20protein_codingTCGA-AA-3815-01Colorectumcolon 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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