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: PARL

Gene summary for PARL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PARL

Gene ID

55486

Gene namepresenilin associated rhomboid like
Gene AliasPRO2207
Cytomap3q27.1
Gene Typeprotein-coding
GO ID

GO:0006465

UniProtAcc

Q9H300


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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
55486PARLHTA11_3410_2000001011HumanColorectumAD9.94e-305.08e-010.0155
55486PARLHTA11_2487_2000001011HumanColorectumSER3.26e-235.54e-01-0.1808
55486PARLHTA11_2951_2000001011HumanColorectumAD1.51e-116.52e-010.0216
55486PARLHTA11_1938_2000001011HumanColorectumAD1.30e-287.94e-01-0.0811
55486PARLHTA11_78_2000001011HumanColorectumAD9.56e-265.74e-01-0.1088
55486PARLHTA11_347_2000001011HumanColorectumAD4.69e-508.94e-01-0.1954
55486PARLHTA11_411_2000001011HumanColorectumSER2.50e-118.27e-01-0.2602
55486PARLHTA11_2112_2000001011HumanColorectumSER5.26e-106.59e-01-0.2196
55486PARLHTA11_3361_2000001011HumanColorectumAD7.13e-205.81e-01-0.1207
55486PARLHTA11_83_2000001011HumanColorectumSER4.15e-237.15e-01-0.1526
55486PARLHTA11_696_2000001011HumanColorectumAD1.94e-447.53e-01-0.1464
55486PARLHTA11_866_2000001011HumanColorectumAD3.28e-345.86e-01-0.1001
55486PARLHTA11_1391_2000001011HumanColorectumAD1.21e-418.04e-01-0.059
55486PARLHTA11_2992_2000001011HumanColorectumSER2.44e-094.65e-01-0.1706
55486PARLHTA11_5212_2000001011HumanColorectumAD1.00e-074.96e-01-0.2061
55486PARLHTA11_5216_2000001011HumanColorectumSER2.17e-095.15e-01-0.1462
55486PARLHTA11_546_2000001011HumanColorectumAD3.33e-267.15e-01-0.0842
55486PARLHTA11_9341_2000001011HumanColorectumSER7.44e-095.05e-01-0.00410000000000005
55486PARLHTA11_7862_2000001011HumanColorectumAD7.42e-195.71e-01-0.0179
55486PARLHTA11_866_3004761011HumanColorectumAD9.05e-244.82e-010.096
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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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0010821ColorectumADregulation of mitochondrion organization57/3918144/187232.43e-079.92e-0657
GO:0070585ColorectumADprotein localization to mitochondrion51/3918125/187233.40e-071.33e-0551
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0033157ColorectumADregulation of intracellular protein transport80/3918229/187235.81e-072.09e-0580
GO:0072655ColorectumADestablishment of protein localization to mitochondrion47/3918120/187233.76e-061.04e-0447
GO:0006465ColorectumADsignal peptide processing10/391814/187236.90e-051.11e-0310
GO:0006626ColorectumADprotein targeting to mitochondrion37/3918100/187231.58e-042.20e-0337
GO:1903533ColorectumADregulation of protein targeting31/391881/187232.61e-043.25e-0331
GO:0072593ColorectumADreactive oxygen species metabolic process73/3918239/187232.79e-043.42e-0373
GO:1903747ColorectumADregulation of establishment of protein localization to mitochondrion21/391850/187235.97e-046.31e-0321
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:1903214ColorectumADregulation of protein targeting to mitochondrion18/391844/187232.06e-031.64e-0218
GO:2000377ColorectumADregulation of reactive oxygen species metabolic process48/3918157/187232.77e-032.09e-0248
GO:0033619ColorectumADmembrane protein proteolysis21/391857/187234.16e-032.88e-0221
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00068391ColorectumSERmitochondrial transport87/2897254/187237.91e-143.03e-1187
GO:00725941ColorectumSERestablishment of protein localization to organelle111/2897422/187234.98e-094.49e-07111
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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
PARLSNVMissense_Mutationnovelc.911T>Cp.Phe304Serp.F304SQ9H300protein_codingdeleterious(0)possibly_damaging(0.609)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PARLSNVMissense_Mutationrs749633030c.188G>Ap.Arg63Glnp.R63QQ9H300protein_codingdeleterious(0.04)benign(0.164)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PARLSNVMissense_Mutationrs762841882c.499N>Tp.Arg167Trpp.R167WQ9H300protein_codingdeleterious(0)possibly_damaging(0.8)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
PARLSNVMissense_Mutationnovelc.448N>Tp.Asp150Tyrp.D150YQ9H300protein_codingdeleterious(0)benign(0.285)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PARLSNVMissense_Mutationnovelc.922N>Ap.Ala308Thrp.A308TQ9H300protein_codingdeleterious(0.03)possibly_damaging(0.619)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PARLSNVMissense_Mutationrs775771406c.529N>Ap.Val177Ilep.V177IQ9H300protein_codingtolerated(0.26)benign(0.066)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PARLSNVMissense_Mutationnovelc.935N>Cp.Leu312Prop.L312PQ9H300protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PARLSNVMissense_Mutationnovelc.634N>Cp.Ser212Prop.S212PQ9H300protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PARLSNVMissense_Mutationnovelc.1037T>Cp.Val346Alap.V346AQ9H300protein_codingtolerated(0.32)benign(0)TCGA-AX-A1C9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PARLSNVMissense_Mutationnovelc.242N>Ap.Pro81Hisp.P81HQ9H300protein_codingdeleterious(0)possibly_damaging(0.864)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<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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