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: PRAP1

Gene summary for PRAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRAP1

Gene ID

118471

Gene nameproline rich acidic protein 1
Gene AliasPRO1195
Cytomap10q26.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

A6XND8


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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
118471PRAP1HTA11_2487_2000001011HumanColorectumSER7.88e-064.03e-01-0.1808
118471PRAP1HTA11_1938_2000001011HumanColorectumAD7.86e-073.42e-01-0.0811
118471PRAP1HTA11_3361_2000001011HumanColorectumAD1.05e-043.21e-01-0.1207
118471PRAP1HTA11_1391_2000001011HumanColorectumAD7.80e-093.86e-01-0.059
118471PRAP1HTA11_99999974143_84620HumanColorectumMSS5.16e-041.69e-010.3005
118471PRAP1S42HumanLiverHCC8.03e-059.58e-01-0.0103
118471PRAP1HCC1_MengHumanLiverHCC6.10e-1211.27e+000.0246
118471PRAP1cirrhotic3HumanLiverCirrhotic1.48e-052.15e-010.0215
118471PRAP1HCC1HumanLiverHCC3.01e-193.48e+000.5336
118471PRAP1HCC2HumanLiverHCC3.50e-514.09e+000.5341
118471PRAP1HCC5HumanLiverHCC4.17e-051.66e+000.4932
118471PRAP1Pt13.aHumanLiverHCC1.40e-245.26e-010.021
118471PRAP1Pt13.bHumanLiverHCC3.76e-486.15e-010.0251
118471PRAP1Pt13.cHumanLiverHCC1.30e-064.38e-010.0076
118471PRAP1Pt14.aHumanLiverHCC2.22e-062.56e-010.0169
118471PRAP1Pt14.bHumanLiverHCC1.85e-216.37e-010.018
118471PRAP1Pt14.dHumanLiverHCC2.45e-205.20e-010.0143
118471PRAP1S014HumanLiverHCC4.59e-461.60e+000.2254
118471PRAP1S015HumanLiverHCC1.17e-462.12e+000.2375
118471PRAP1S016HumanLiverHCC6.59e-561.90e+000.2243
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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:1905819LiverHCCnegative regulation of chromosome separation28/795845/187235.99e-032.45e-0228
GO:0051984LiverHCCpositive regulation of chromosome segregation11/795814/187236.81e-032.73e-0211
GO:0051304LiverHCCchromosome separation53/795896/187238.05e-033.17e-0253
GO:19058201LiverHCCpositive regulation of chromosome separation13/795818/187231.05e-023.89e-0213
GO:19019921LiverHCCpositive regulation of mitotic cell cycle phase transition51/795893/187231.09e-024.04e-0251
GO:00508926LiverHCCintestinal absorption25/795841/187231.31e-024.69e-0225
GO:0007586StomachGCdigestion38/1159137/187231.80e-151.22e-1238
GO:00226006StomachGCdigestive system process30/1159104/187235.40e-132.10e-1030
GO:00508925StomachGCintestinal absorption18/115941/187238.10e-122.20e-0918
GO:0098856StomachGCintestinal lipid absorption10/115921/187231.50e-078.56e-0610
GO:00723316StomachGCsignal transduction by p53 class mediator26/1159163/187237.98e-062.82e-0426
GO:0009314StomachGCresponse to radiation47/1159456/187234.21e-046.33e-0347
GO:00303306StomachGCDNA damage response, signal transduction by p53 class mediator13/115972/187234.25e-046.35e-0313
GO:00106396StomachGCnegative regulation of organelle organization38/1159348/187234.87e-047.04e-0338
GO:00712144StomachGCcellular response to abiotic stimulus34/1159331/187232.62e-032.45e-0234
GO:01040044StomachGCcellular response to environmental stimulus34/1159331/187232.62e-032.45e-0234
GO:1904729StomachGCregulation of intestinal lipid absorption4/115911/187233.39e-032.94e-024
GO:0071479StomachGCcellular response to ionizing radiation11/115972/187234.54e-033.69e-0211
GO:1904478StomachGCregulation of intestinal absorption4/115913/187236.65e-034.85e-024
GO:00075861StomachCAG with IMdigestion29/1050137/187234.42e-106.93e-0829
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041402ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041403ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
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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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