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: REG1A

Gene summary for REG1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

REG1A

Gene ID

5967

Gene nameregenerating family member 1 alpha
Gene AliasICRF
Cytomap2p12
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A8K7G6


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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
5967REG1AHTA11_3410_2000001011HumanColorectumAD1.65e-402.86e+000.0155
5967REG1AHTA11_2951_2000001011HumanColorectumAD6.19e-262.79e+000.0216
5967REG1AHTA11_3361_2000001011HumanColorectumAD9.47e-091.59e+00-0.1207
5967REG1AHTA11_696_2000001011HumanColorectumAD2.00e-493.13e+00-0.1464
5967REG1AHTA11_1391_2000001011HumanColorectumAD1.31e-584.67e+00-0.059
5967REG1AHTA11_546_2000001011HumanColorectumAD6.13e-202.21e+00-0.0842
5967REG1AHTA11_866_3004761011HumanColorectumAD5.47e-533.67e+000.096
5967REG1AHTA11_7663_2000001011HumanColorectumSER1.10e-091.51e+000.0131
5967REG1AHTA11_10711_2000001011HumanColorectumAD1.40e-352.37e+000.0338
5967REG1AHTA11_7696_3000711011HumanColorectumAD5.15e-361.48e+000.0674
5967REG1AHTA11_11156_2000001011HumanColorectumAD1.16e-022.25e+000.0397
5967REG1AHTA11_99999970781_79442HumanColorectumMSS1.53e-389.14e-010.294
5967REG1AHTA11_99999965062_69753HumanColorectumMSI-H6.23e-081.58e+000.3487
5967REG1AHTA11_99999965104_69814HumanColorectumMSS1.22e-101.63e+000.281
5967REG1AA002-C-010HumanColorectumFAP1.40e-043.22e-010.242
5967REG1AS014HumanLiverHCC1.29e-524.16e+000.2254
5967REG1AS015HumanLiverHCC1.17e-213.11e+000.2375
5967REG1AS016HumanLiverHCC8.26e-351.99e+000.2243
5967REG1AHTA12-15-2HumanPancreasPDAC2.63e-53-2.83e+000.2315
5967REG1AHTA12-16-2HumanPancreasPDAC1.98e-12-5.92e-010.0535
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0097421ColorectumADliver regeneration18/391835/187236.33e-051.05e-0318
GO:0030307ColorectumADpositive regulation of cell growth54/3918166/187233.08e-043.69e-0354
GO:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0045927ColorectumADpositive regulation of growth77/3918259/187234.82e-045.27e-0377
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:0048638ColorectumADregulation of developmental growth92/3918330/187231.48e-031.25e-0292
GO:0001666ColorectumADresponse to hypoxia86/3918307/187231.77e-031.46e-0286
GO:0048588ColorectumADdevelopmental cell growth67/3918234/187233.03e-032.25e-0267
GO:0048639ColorectumADpositive regulation of developmental growth52/3918174/187233.24e-032.38e-0252
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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
REG1ASNVMissense_Mutationc.320N>Cp.Lys107Thrp.K107TP05451protein_codingtolerated(0.37)benign(0.003)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
REG1ASNVMissense_Mutationrs544706237c.152N>Tp.Asn51Ilep.N51IP05451protein_codingtolerated(0.22)benign(0.01)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
REG1AinsertionNonsense_Mutationnovelc.174_175insAATCTTTAAATTTAAATGAp.Asp59AsnfsTer3p.D59Nfs*3P05451protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
REG1AdeletionFrame_Shift_Delnovelc.375delNp.Ile126LeufsTer13p.I126Lfs*13P05451protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
REG1ASNVMissense_Mutationrs773643336c.326N>Ap.Arg109Hisp.R109HP05451protein_codingtolerated(0.42)benign(0.001)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
REG1ASNVMissense_Mutationrs758319248c.130C>Gp.Arg44Glyp.R44GP05451protein_codingtolerated(1)benign(0)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
REG1ASNVMissense_Mutationrs765761645c.428N>Ap.Ser143Asnp.S143NP05451protein_codingtolerated(0.69)benign(0)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
REG1ASNVMissense_Mutationc.163N>Ap.Glu55Lysp.E55KP05451protein_codingtolerated(1)benign(0.304)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
REG1ASNVMissense_Mutationc.359N>Tp.Ser120Phep.S120FP05451protein_codingdeleterious(0.01)possibly_damaging(0.641)TCGA-AA-3860-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
REG1ASNVMissense_Mutationrs777579151c.131G>Ap.Arg44Hisp.R44HP05451protein_codingdeleterious(0.03)benign(0)TCGA-AA-3984-01Colorectumcolon 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
5967REG1ADRUGGABLE GENOME, GROWTH FACTORLINOMIDEROQUINIMEX9564847
5967REG1ADRUGGABLE GENOME, GROWTH FACTORINSULININSULIN9930932
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