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: PUM2

Gene summary for PUM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PUM2

Gene ID

23369

Gene namepumilio RNA binding family member 2
Gene AliasPUMH2
Cytomap2p24.1
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

Q8TB72


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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
23369PUM2CCI_1HumanCervixCC5.47e-061.19e+000.528
23369PUM2CCI_2HumanCervixCC6.93e-181.64e+000.5249
23369PUM2CCI_3HumanCervixCC5.01e-141.07e+000.516
23369PUM2HTA11_3410_2000001011HumanColorectumAD1.92e-41-8.66e-010.0155
23369PUM2HTA11_2487_2000001011HumanColorectumSER2.68e-13-6.32e-01-0.1808
23369PUM2HTA11_2951_2000001011HumanColorectumAD2.43e-03-6.95e-010.0216
23369PUM2HTA11_3361_2000001011HumanColorectumAD4.84e-11-6.62e-01-0.1207
23369PUM2HTA11_83_2000001011HumanColorectumSER1.63e-08-5.97e-01-0.1526
23369PUM2HTA11_696_2000001011HumanColorectumAD1.91e-22-5.98e-01-0.1464
23369PUM2HTA11_866_2000001011HumanColorectumAD1.01e-10-4.80e-01-0.1001
23369PUM2HTA11_1391_2000001011HumanColorectumAD1.55e-02-4.05e-01-0.059
23369PUM2HTA11_2992_2000001011HumanColorectumSER2.31e-02-6.30e-01-0.1706
23369PUM2HTA11_5212_2000001011HumanColorectumAD3.34e-08-7.74e-01-0.2061
23369PUM2HTA11_5216_2000001011HumanColorectumSER6.64e-03-5.18e-01-0.1462
23369PUM2HTA11_546_2000001011HumanColorectumAD9.20e-08-6.19e-01-0.0842
23369PUM2HTA11_7862_2000001011HumanColorectumAD7.87e-11-7.21e-01-0.0179
23369PUM2HTA11_866_3004761011HumanColorectumAD5.28e-16-6.88e-010.096
23369PUM2HTA11_4255_2000001011HumanColorectumSER9.81e-03-6.26e-010.0446
23369PUM2HTA11_8622_2000001021HumanColorectumSER4.82e-06-7.07e-010.0528
23369PUM2HTA11_10623_2000001011HumanColorectumAD1.96e-06-4.75e-01-0.0177
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:00064029CervixCCmRNA catabolic process56/2311232/187234.81e-071.83e-0556
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:00610139CervixCCregulation of mRNA catabolic process38/2311166/187231.07e-041.36e-0338
GO:00022212CervixCCpattern recognition receptor signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00622073CervixCCregulation of pattern recognition receptor signaling pathway27/2311105/187231.37e-041.68e-0327
GO:00027534CervixCCcytoplasmic pattern recognition receptor signaling pathway18/231160/187232.26e-042.55e-0318
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:00434889CervixCCregulation of mRNA stability35/2311158/187233.80e-043.89e-0335
GO:00434879CervixCCregulation of RNA stability36/2311170/187237.72e-046.86e-0336
GO:00442709CervixCCcellular nitrogen compound catabolic process79/2311451/187237.80e-046.91e-0379
GO:00395292CervixCCRIG-I signaling pathway10/231127/187239.25e-047.84e-0310
GO:00028331CervixCCpositive regulation of response to biotic stimulus35/2311168/187231.23e-039.87e-0335
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501716CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa0501717CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa05017ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050171ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050172ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050173ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050174ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050175ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050178ColorectumFAPSpinocerebellar ataxia37/1404143/84652.94e-031.29e-027.86e-0337
hsa050179ColorectumFAPSpinocerebellar ataxia37/1404143/84652.94e-031.29e-027.86e-0337
hsa0501718EndometriumAEHSpinocerebellar ataxia43/1197143/84655.92e-077.69e-065.63e-0643
hsa0501719EndometriumAEHSpinocerebellar ataxia43/1197143/84655.92e-077.69e-065.63e-0643
hsa0501723EndometriumEECSpinocerebellar ataxia43/1237143/84651.46e-062.01e-051.50e-0543
hsa0501733EndometriumEECSpinocerebellar ataxia43/1237143/84651.46e-062.01e-051.50e-0543
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501736EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501710LiverCirrhoticSpinocerebellar ataxia66/2530143/84652.58e-052.15e-041.32e-0466
hsa0501711LiverCirrhoticSpinocerebellar ataxia66/2530143/84652.58e-052.15e-041.32e-0466
hsa0501721LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0501731LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
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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
PUM2SNVMissense_Mutationc.2534A>Cp.Asp845Alap.D845AQ8TB72protein_codingdeleterious(0)probably_damaging(0.972)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PUM2SNVMissense_Mutationc.1364N>Gp.Thr455Serp.T455SQ8TB72protein_codingtolerated(0.26)benign(0.041)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PUM2SNVMissense_Mutationrs372196772c.536N>Ap.Arg179Hisp.R179HQ8TB72protein_codingtolerated(0.15)possibly_damaging(0.796)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
PUM2SNVMissense_Mutationc.308N>Tp.Pro103Leup.P103LQ8TB72protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PUM2SNVMissense_Mutationrs761103124c.502G>Ap.Asp168Asnp.D168NQ8TB72protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
PUM2SNVMissense_Mutationc.562N>Ap.Glu188Lysp.E188KQ8TB72protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.465)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PUM2SNVMissense_Mutationc.2147A>Gp.Asn716Serp.N716SQ8TB72protein_codingtolerated(0.13)benign(0.194)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PUM2SNVMissense_Mutationc.364N>Ap.Glu122Lysp.E122KQ8TB72protein_codingtolerated_low_confidence(0.22)possibly_damaging(0.465)TCGA-C8-A12Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PUM2insertionNonsense_Mutationnovelc.1525_1526insTATTGTTTCTTATGTTTTTTTTATGAp.Gln509LeufsTer9p.Q509Lfs*9Q8TB72protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PUM2deletionFrame_Shift_Delnovelc.2019delTp.Arg674GlufsTer54p.R674Efs*54Q8TB72protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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