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: PUM1

Gene summary for PUM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PUM1

Gene ID

9698

Gene namepumilio RNA binding family member 1
Gene AliasHSPUM
Cytomap1p35.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q14671


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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
9698PUM1CCI_1HumanCervixCC8.86e-111.12e+000.528
9698PUM1CCI_2HumanCervixCC3.51e-099.74e-010.5249
9698PUM1CCI_3HumanCervixCC2.50e-121.06e+000.516
9698PUM1HTA11_3410_2000001011HumanColorectumAD1.22e-02-3.15e-010.0155
9698PUM1HTA11_99999965062_69753HumanColorectumMSI-H1.82e-025.67e-010.3487
9698PUM1HTA11_99999965104_69814HumanColorectumMSS5.25e-106.51e-010.281
9698PUM1F007HumanColorectumFAP9.80e-04-3.01e-010.1176
9698PUM1A002-C-010HumanColorectumFAP4.33e-02-9.39e-020.242
9698PUM1A001-C-207HumanColorectumFAP4.22e-02-1.90e-010.1278
9698PUM1A015-C-203HumanColorectumFAP2.35e-33-4.33e-01-0.1294
9698PUM1A015-C-204HumanColorectumFAP2.66e-07-3.37e-01-0.0228
9698PUM1A014-C-040HumanColorectumFAP5.89e-08-2.89e-01-0.1184
9698PUM1A002-C-201HumanColorectumFAP2.95e-18-3.06e-010.0324
9698PUM1A001-C-119HumanColorectumFAP1.06e-09-5.34e-02-0.1557
9698PUM1A001-C-108HumanColorectumFAP8.07e-23-3.17e-01-0.0272
9698PUM1A002-C-205HumanColorectumFAP1.59e-30-3.04e-01-0.1236
9698PUM1A015-C-005HumanColorectumFAP4.30e-04-1.71e-01-0.0336
9698PUM1A015-C-006HumanColorectumFAP1.63e-24-4.05e-01-0.0994
9698PUM1A015-C-106HumanColorectumFAP7.15e-13-2.29e-01-0.0511
9698PUM1A002-C-114HumanColorectumFAP2.07e-28-5.43e-01-0.1561
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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
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:00342491ColorectumFAPnegative regulation of cellular amide metabolic process54/2622273/187235.00e-033.33e-0254
GO:20006372ColorectumFAPpositive regulation of gene silencing by miRNA10/262230/187235.90e-033.75e-0210
GO:0060968ColorectumFAPregulation of gene silencing20/262281/187237.14e-034.36e-0220
GO:00601481ColorectumFAPpositive regulation of posttranscriptional gene silencing10/262231/187237.64e-034.54e-0210
GO:19033115ColorectumCRCregulation of mRNA metabolic process80/2078288/187233.21e-156.40e-1280
GO:00098965ColorectumCRCpositive regulation of catabolic process102/2078492/187232.48e-101.06e-07102
GO:00313315ColorectumCRCpositive regulation of cellular catabolic process90/2078427/187231.19e-094.20e-0790
GO:00064025ColorectumCRCmRNA catabolic process58/2078232/187231.77e-095.31e-0758
GO:00610135ColorectumCRCregulation of mRNA catabolic process45/2078166/187238.14e-091.85e-0645
GO:00305224ColorectumCRCintracellular receptor signaling pathway61/2078265/187232.00e-083.23e-0661
GO:00064015ColorectumCRCRNA catabolic process63/2078278/187232.21e-083.23e-0663
GO:00434885ColorectumCRCregulation of mRNA stability40/2078158/187233.96e-073.21e-0540
GO:00434875ColorectumCRCregulation of RNA stability41/2078170/187231.13e-066.69e-0541
GO:00610143ColorectumCRCpositive regulation of mRNA catabolic process25/207887/187235.27e-062.12e-0425
GO:19033133ColorectumCRCpositive regulation of mRNA metabolic process30/2078118/187239.83e-063.31e-0430
GO:00064175ColorectumCRCregulation of translation82/2078468/187231.79e-055.40e-0482
GO:00346555ColorectumCRCnucleobase-containing compound catabolic process73/2078407/187232.28e-056.57e-0473
GO:00611573ColorectumCRCmRNA destabilization23/207884/187232.93e-057.73e-0423
GO:00442705ColorectumCRCcellular nitrogen compound catabolic process78/2078451/187234.48e-051.07e-0378
GO:00467005ColorectumCRCheterocycle catabolic process77/2078445/187234.92e-051.14e-0377
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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
hsa050174ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050175ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050176ColorectumMSI-HSpinocerebellar ataxia33/797143/84658.28e-071.49e-051.25e-0533
hsa050177ColorectumMSI-HSpinocerebellar ataxia33/797143/84658.28e-071.49e-051.25e-0533
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
PUM1SNVMissense_Mutationnovelc.2154N>Cp.Lys718Asnp.K718NQ14671protein_codingdeleterious(0.02)benign(0.168)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PUM1SNVMissense_Mutationnovelc.577N>Gp.Arg193Glyp.R193GQ14671protein_codingdeleterious_low_confidence(0)benign(0.445)TCGA-AR-A2LJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
PUM1SNVMissense_Mutationrs560648926c.1145N>Gp.Asn382Serp.N382SQ14671protein_codingtolerated_low_confidence(0.27)benign(0.068)TCGA-B6-A0I1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PUM1SNVMissense_Mutationc.2282N>Tp.Pro761Leup.P761LQ14671protein_codingdeleterious(0)benign(0.201)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PUM1SNVMissense_Mutationnovelc.3214N>Ap.Leu1072Ilep.L1072IQ14671protein_codingdeleterious(0.01)benign(0.208)TCGA-E9-A54X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PUM1SNVMissense_Mutationnovelc.271N>Ap.Glu91Lysp.E91KQ14671protein_codingdeleterious_low_confidence(0.01)benign(0.074)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PUM1SNVMissense_Mutationnovelc.2386C>Tp.Arg796Cysp.R796CQ14671protein_codingdeleterious(0)probably_damaging(0.91)TCGA-LL-A8F5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PUM1insertionNonsense_Mutationnovelc.2299_2300insCTAGATGTAGAGTCACCATATAATGTATCATGCAAACCp.Gly767AlafsTer8p.G767Afs*8Q14671protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PUM1insertionIn_Frame_Insnovelc.2594_2595insAACAGGAGCp.Phe865delinsLeuThrGlyAlap.F865delinsLTGAQ14671protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PUM1insertionFrame_Shift_Insnovelc.2592_2593insGp.Phe865ValfsTer13p.F865Vfs*13Q14671protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
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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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