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: MTREX

Gene summary for MTREX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTREX

Gene ID

23517

Gene nameMtr4 exosome RNA helicase
Gene AliasDob1
Cytomap5q11.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

P42285


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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
23517MTREXHTA11_3410_2000001011HumanColorectumAD1.68e-07-4.34e-010.0155
23517MTREXHTA11_99999970781_79442HumanColorectumMSS3.49e-32-5.42e-010.294
23517MTREXHTA11_99999965104_69814HumanColorectumMSS4.11e-10-5.42e-010.281
23517MTREXHTA11_99999971662_82457HumanColorectumMSS2.12e-29-5.42e-010.3859
23517MTREXHTA11_99999973899_84307HumanColorectumMSS1.59e-07-5.42e-010.2585
23517MTREXHTA11_99999974143_84620HumanColorectumMSS5.54e-31-5.42e-010.3005
23517MTREXA001-C-207HumanColorectumFAP1.18e-03-2.86e-010.1278
23517MTREXA015-C-203HumanColorectumFAP8.61e-21-3.16e-01-0.1294
23517MTREXA015-C-204HumanColorectumFAP2.66e-04-3.10e-01-0.0228
23517MTREXA002-C-201HumanColorectumFAP2.55e-09-1.96e-010.0324
23517MTREXA002-C-203HumanColorectumFAP2.38e-04-9.89e-020.2786
23517MTREXA001-C-119HumanColorectumFAP1.02e-04-3.23e-01-0.1557
23517MTREXA001-C-108HumanColorectumFAP1.26e-10-1.79e-01-0.0272
23517MTREXA002-C-205HumanColorectumFAP3.32e-13-2.42e-01-0.1236
23517MTREXA015-C-006HumanColorectumFAP4.80e-08-3.18e-01-0.0994
23517MTREXA015-C-106HumanColorectumFAP1.28e-06-2.33e-01-0.0511
23517MTREXA002-C-114HumanColorectumFAP1.31e-12-3.79e-01-0.1561
23517MTREXA015-C-104HumanColorectumFAP1.53e-19-2.29e-01-0.1899
23517MTREXA001-C-014HumanColorectumFAP1.21e-10-2.04e-010.0135
23517MTREXA002-C-016HumanColorectumFAP1.16e-12-2.50e-010.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:0006401ColorectumADRNA catabolic process102/3918278/187238.64e-106.76e-08102
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00003772ColorectumMSSRNA splicing, via transesterification reactions with bulged adenosine as nucleophile121/3467320/187232.52e-168.27e-14121
GO:00003982ColorectumMSSmRNA splicing, via spliceosome121/3467320/187232.52e-168.27e-14121
GO:00003752ColorectumMSSRNA splicing, via transesterification reactions122/3467324/187232.75e-168.58e-14122
GO:00064012ColorectumMSSRNA catabolic process102/3467278/187235.07e-131.02e-10102
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00442702ColorectumMSScellular nitrogen compound catabolic process141/3467451/187232.95e-113.83e-09141
GO:00467002ColorectumMSSheterocycle catabolic process139/3467445/187234.37e-115.05e-09139
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
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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
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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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