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: PAWR

Gene summary for PAWR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAWR

Gene ID

5074

Gene namepro-apoptotic WT1 regulator
Gene AliasPAR4
Cytomap12q21.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q96IZ0


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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
5074PAWRCA_HPV_1HumanCervixCC1.54e-08-2.40e-010.0264
5074PAWRCA_HPV_3HumanCervixCC5.69e-092.93e-010.0414
5074PAWRHSIL_HPV_1HumanCervixHSIL_HPV7.70e-03-1.98e-010.0116
5074PAWRCCI_1HumanCervixCC1.10e-059.38e-010.528
5074PAWRCCI_2HumanCervixCC5.44e-041.37e+000.5249
5074PAWRCCI_3HumanCervixCC1.82e-067.29e-010.516
5074PAWRsample3HumanCervixCC5.79e-093.31e-010.1387
5074PAWRT3HumanCervixCC5.20e-163.42e-010.1389
5074PAWRHTA11_3410_2000001011HumanColorectumAD1.54e-06-3.11e-010.0155
5074PAWRHTA11_1938_2000001011HumanColorectumAD4.31e-096.36e-01-0.0811
5074PAWRHTA11_347_2000001011HumanColorectumAD1.28e-248.29e-01-0.1954
5074PAWRHTA11_411_2000001011HumanColorectumSER8.26e-044.79e-01-0.2602
5074PAWRHTA11_9341_2000001011HumanColorectumSER1.05e-02-4.12e-01-0.00410000000000005
5074PAWRHTA11_9408_2000001011HumanColorectumAD8.55e-04-6.26e-010.0451
5074PAWRHTA11_8622_2000001021HumanColorectumSER3.20e-04-4.93e-010.0528
5074PAWRHTA11_99999965062_69753HumanColorectumMSI-H1.22e-026.29e-010.3487
5074PAWRHTA11_99999965104_69814HumanColorectumMSS7.60e-034.08e-010.281
5074PAWRHTA11_99999973899_84307HumanColorectumMSS3.58e-02-5.49e-010.2585
5074PAWRHTA11_99999974143_84620HumanColorectumMSS1.52e-15-6.04e-010.3005
5074PAWRF007HumanColorectumFAP8.94e-08-4.51e-010.1176
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:000030210CervixCCresponse to reactive oxygen species56/2311222/187231.00e-075.25e-0656
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:006157210CervixCCactin filament bundle organization44/2311161/187232.08e-079.34e-0644
GO:005101710CervixCCactin filament bundle assembly43/2311157/187232.66e-071.12e-0543
GO:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:004254210CervixCCresponse to hydrogen peroxide40/2311146/187236.79e-072.46e-0540
GO:00420988CervixCCT cell proliferation49/2311199/187231.32e-064.49e-0549
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:00421297CervixCCregulation of T cell proliferation43/2311171/187233.21e-068.77e-0543
GO:003459910CervixCCcellular response to oxidative stress63/2311288/187233.58e-069.50e-0563
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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
PAWRdeletionFrame_Shift_Delnovelc.793delNp.Ser265ValfsTer15p.S265Vfs*15Q96IZ0protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PAWRSNVMissense_Mutationnovelc.691N>Cp.Ser231Argp.S231RQ96IZ0protein_codingtolerated(0.53)benign(0.109)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAWRSNVMissense_Mutationnovelc.842N>Ap.Arg281Lysp.R281KQ96IZ0protein_codingtolerated(0.66)benign(0.001)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PAWRSNVMissense_Mutationc.740N>Ap.Ser247Asnp.S247NQ96IZ0protein_codingtolerated(0.05)benign(0.215)TCGA-CK-6751-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAWRSNVMissense_Mutationc.50N>Tp.Thr17Ilep.T17IQ96IZ0protein_codingdeleterious(0)possibly_damaging(0.55)TCGA-DM-A280-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAWRSNVMissense_Mutationc.920N>Cp.Ile307Thrp.I307TQ96IZ0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AF-2690-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PAWRSNVMissense_Mutationrs768593781c.728N>Ap.Arg243Glnp.R243QQ96IZ0protein_codingdeleterious(0.03)possibly_damaging(0.836)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PAWRSNVMissense_Mutationnovelc.863G>Ap.Arg288Lysp.R288KQ96IZ0protein_codingdeleterious(0.04)benign(0.187)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PAWRdeletionFrame_Shift_Delc.809delNp.Lys270ArgfsTer10p.K270Rfs*10Q96IZ0protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PAWRSNVMissense_Mutationnovelc.807A>Cp.Glu269Aspp.E269DQ96IZ0protein_codingdeleterious(0.02)possibly_damaging(0.838)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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