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: PADI2

Gene summary for PADI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PADI2

Gene ID

11240

Gene namepeptidyl arginine deiminase 2
Gene AliasPAD-H19
Cytomap1p36.13
Gene Typeprotein-coding
GO ID

GO:0001672

UniProtAcc

A0A024RA98


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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
11240PADI2HTA11_3410_2000001011HumanColorectumAD8.75e-03-2.66e-010.0155
11240PADI2HTA11_2487_2000001011HumanColorectumSER1.08e-118.86e-01-0.1808
11240PADI2HTA11_1938_2000001011HumanColorectumAD1.35e-086.97e-01-0.0811
11240PADI2HTA11_78_2000001011HumanColorectumAD3.92e-034.68e-01-0.1088
11240PADI2HTA11_347_2000001011HumanColorectumAD9.49e-451.43e+00-0.1954
11240PADI2HTA11_411_2000001011HumanColorectumSER6.98e-081.38e+00-0.2602
11240PADI2HTA11_2112_2000001011HumanColorectumSER3.89e-059.02e-01-0.2196
11240PADI2HTA11_3361_2000001011HumanColorectumAD1.81e-086.65e-01-0.1207
11240PADI2HTA11_83_2000001011HumanColorectumSER1.01e-089.09e-01-0.1526
11240PADI2HTA11_696_2000001011HumanColorectumAD1.21e-208.88e-01-0.1464
11240PADI2HTA11_866_2000001011HumanColorectumAD1.92e-136.74e-01-0.1001
11240PADI2HTA11_2992_2000001011HumanColorectumSER2.12e-121.35e+00-0.1706
11240PADI2HTA11_5212_2000001011HumanColorectumAD1.42e-089.90e-01-0.2061
11240PADI2HTA11_5216_2000001011HumanColorectumSER1.17e-028.05e-01-0.1462
11240PADI2HTA11_546_2000001011HumanColorectumAD2.18e-036.40e-01-0.0842
11240PADI2HTA11_99999970781_79442HumanColorectumMSS4.45e-05-2.95e-010.294
11240PADI2HTA11_99999965104_69814HumanColorectumMSS8.05e-03-3.29e-010.281
11240PADI2HTA11_99999971662_82457HumanColorectumMSS8.01e-03-2.65e-010.3859
11240PADI2HTA11_99999974143_84620HumanColorectumMSS1.45e-09-3.33e-010.3005
11240PADI2F007HumanColorectumFAP6.84e-07-3.42e-010.1176
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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
∗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:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:0030518ColorectumADintracellular steroid hormone receptor signaling pathway43/3918116/187234.61e-057.97e-0443
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0021762ColorectumADsubstantia nigra development21/391844/187236.60e-051.07e-0321
GO:0048857ColorectumADneural nucleus development27/391864/187239.57e-051.45e-0327
GO:0031498ColorectumADchromatin disassembly11/391820/187238.39e-048.21e-0311
GO:0030901ColorectumADmidbrain development32/391890/187239.45e-048.95e-0332
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00217621ColorectumSERsubstantia nigra development21/289744/187234.77e-072.40e-0521
GO:00488571ColorectumSERneural nucleus development26/289764/187231.09e-065.11e-0526
GO:00713831ColorectumSERcellular response to steroid hormone stimulus55/2897204/187231.66e-055.05e-0455
GO:00485451ColorectumSERresponse to steroid hormone80/2897339/187235.15e-051.25e-0380
GO:00309011ColorectumSERmidbrain development29/289790/187235.50e-051.30e-0329
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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
PADI2SNVMissense_Mutationc.532N>Gp.Leu178Valp.L178VQ9Y2J8protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-A1-A0SG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
PADI2SNVMissense_Mutationc.1949N>Gp.Asn650Serp.N650SQ9Y2J8protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PADI2SNVMissense_Mutationrs761228653c.94N>Ap.Ala32Thrp.A32TQ9Y2J8protein_codingtolerated(0.07)possibly_damaging(0.506)TCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PADI2SNVMissense_Mutationnovelc.976N>Cp.Asn326Hisp.N326HQ9Y2J8protein_codingtolerated(0.32)benign(0.061)TCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PADI2SNVMissense_Mutationc.1153N>Tp.Leu385Phep.L385FQ9Y2J8protein_codingdeleterious(0.01)probably_damaging(1)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PADI2deletionFrame_Shift_Delc.628_631delGACAp.Asp210LysfsTer72p.D210Kfs*72Q9Y2J8protein_codingTCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
PADI2insertionFrame_Shift_Insnovelc.1079_1080insAAGGTp.Pro361ArgfsTer19p.P361Rfs*19Q9Y2J8protein_codingTCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
PADI2insertionFrame_Shift_Insnovelc.1078_1079insGGACTTTTCCp.Ala360GlyfsTer7p.A360Gfs*7Q9Y2J8protein_codingTCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
PADI2deletionFrame_Shift_Delnovelc.1235delAp.Glu412GlyfsTer6p.E412Gfs*6Q9Y2J8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PADI2SNVMissense_Mutationc.1678G>Ap.Gly560Argp.G560RQ9Y2J8protein_codingdeleterious(0)probably_damaging(0.948)TCGA-C5-A1BE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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
11240PADI2ENZYMEO-F-AMIDINECHEMBL191097021882827
11240PADI2ENZYMESTREPTONIGRINSTREPTONIGRIN24440480
11240PADI2ENZYMEO-CL-AMIDINECHEMBL191097121882827
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