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: RETREG1

Gene summary for RETREG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RETREG1

Gene ID

54463

Gene namereticulophagy regulator 1
Gene AliasFAM134B
Cytomap5p15.1
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

Q9H6L5


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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
54463RETREG1HTA11_1938_2000001011HumanColorectumAD5.68e-054.76e-01-0.0811
54463RETREG1HTA11_347_2000001011HumanColorectumAD6.82e-166.97e-01-0.1954
54463RETREG1HTA11_411_2000001011HumanColorectumSER7.14e-081.24e+00-0.2602
54463RETREG1HTA11_2112_2000001011HumanColorectumSER3.79e-061.02e+00-0.2196
54463RETREG1HTA11_866_2000001011HumanColorectumAD9.44e-054.14e-01-0.1001
54463RETREG1HTA11_5212_2000001011HumanColorectumAD2.91e-025.74e-01-0.2061
54463RETREG1HTA11_99999970781_79442HumanColorectumMSS1.23e-23-4.77e-010.294
54463RETREG1HTA11_99999965104_69814HumanColorectumMSS4.60e-07-4.77e-010.281
54463RETREG1HTA11_99999971662_82457HumanColorectumMSS5.18e-24-4.77e-010.3859
54463RETREG1HTA11_99999973899_84307HumanColorectumMSS4.82e-05-4.77e-010.2585
54463RETREG1HTA11_99999974143_84620HumanColorectumMSS3.84e-22-4.77e-010.3005
54463RETREG1A015-C-203HumanColorectumFAP1.04e-087.72e-02-0.1294
54463RETREG1A002-C-201HumanColorectumFAP1.27e-03-1.39e-010.0324
54463RETREG1A001-C-119HumanColorectumFAP3.91e-021.41e-01-0.1557
54463RETREG1A001-C-108HumanColorectumFAP2.59e-031.19e-01-0.0272
54463RETREG1A002-C-205HumanColorectumFAP5.42e-09-1.71e-01-0.1236
54463RETREG1A015-C-005HumanColorectumFAP3.81e-064.58e-01-0.0336
54463RETREG1A015-C-006HumanColorectumFAP9.88e-04-2.06e-01-0.0994
54463RETREG1A002-C-114HumanColorectumFAP2.72e-06-3.75e-02-0.1561
54463RETREG1A015-C-104HumanColorectumFAP1.59e-11-2.38e-02-0.1899
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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
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:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:1903008ColorectumADorganelle disassembly46/3918114/187231.81e-065.48e-0546
GO:0000422ColorectumADautophagy of mitochondrion35/391881/187234.94e-061.29e-0435
GO:0061726ColorectumADmitochondrion disassembly35/391881/187234.94e-061.29e-0435
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:0061912ColorectumADselective autophagy29/391868/187234.20e-057.39e-0429
GO:0051402ColorectumADneuron apoptotic process77/3918246/187238.07e-051.28e-0377
GO:1901215ColorectumADnegative regulation of neuron death67/3918208/187238.81e-051.35e-0367
GO:0000423ColorectumADmitophagy14/391828/187236.01e-046.33e-0314
GO:0043523ColorectumADregulation of neuron apoptotic process64/3918212/187238.95e-048.63e-0364
GO:0043524ColorectumADnegative regulation of neuron apoptotic process43/3918145/187238.04e-034.73e-0243
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00004221ColorectumSERautophagy of mitochondrion29/289781/187235.61e-062.01e-0429
GO:00617261ColorectumSERmitochondrion disassembly29/289781/187235.61e-062.01e-0429
GO:19030081ColorectumSERorganelle disassembly36/2897114/187231.22e-053.89e-0436
GO:00619121ColorectumSERselective autophagy24/289768/187234.60e-051.15e-0324
GO:00709971ColorectumSERneuron death84/2897361/187235.76e-051.35e-0384
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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
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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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