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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PYM1

Gene summary for PYM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PYM1

Gene ID

84305

Gene namePYM homolog 1, exon junction complex associated factor
Gene AliasPYM
Cytomap12q13.2
Gene Typeprotein-coding
GO ID

GO:0000184

UniProtAcc

Q9BRP8


Top

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
84305PYM1LZE4THumanEsophagusESCC7.58e-051.55e-010.0811
84305PYM1LZE5THumanEsophagusESCC2.76e-044.28e-010.0514
84305PYM1LZE7THumanEsophagusESCC8.42e-095.06e-010.0667
84305PYM1LZE8THumanEsophagusESCC1.31e-032.30e-010.067
84305PYM1LZE20THumanEsophagusESCC3.56e-102.65e-010.0662
84305PYM1LZE22D1HumanEsophagusHGIN2.52e-021.33e-010.0595
84305PYM1LZE22THumanEsophagusESCC9.17e-043.29e-010.068
84305PYM1LZE24THumanEsophagusESCC5.03e-165.12e-010.0596
84305PYM1P1T-EHumanEsophagusESCC5.96e-115.97e-010.0875
84305PYM1P2T-EHumanEsophagusESCC2.27e-223.92e-010.1177
84305PYM1P4T-EHumanEsophagusESCC3.39e-216.42e-010.1323
84305PYM1P5T-EHumanEsophagusESCC2.99e-163.46e-010.1327
84305PYM1P8T-EHumanEsophagusESCC1.27e-367.20e-010.0889
84305PYM1P9T-EHumanEsophagusESCC9.23e-163.10e-010.1131
84305PYM1P10T-EHumanEsophagusESCC2.20e-173.55e-010.116
84305PYM1P11T-EHumanEsophagusESCC2.00e-103.79e-010.1426
84305PYM1P12T-EHumanEsophagusESCC1.50e-173.79e-010.1122
84305PYM1P15T-EHumanEsophagusESCC3.37e-204.79e-010.1149
84305PYM1P16T-EHumanEsophagusESCC1.29e-193.26e-010.1153
84305PYM1P17T-EHumanEsophagusESCC5.07e-092.28e-010.1278
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:004572720EsophagusHGINpositive regulation of translation49/2587136/187235.88e-116.30e-0949
GO:003425020EsophagusHGINpositive regulation of cellular amide metabolic process53/2587162/187236.01e-105.15e-0853
GO:000640120EsophagusHGINRNA catabolic process77/2587278/187237.63e-106.36e-0877
GO:000640220EsophagusHGINmRNA catabolic process67/2587232/187231.47e-091.13e-0767
GO:000095617EsophagusHGINnuclear-transcribed mRNA catabolic process40/2587112/187234.44e-093.03e-0740
GO:003465519EsophagusHGINnucleobase-containing compound catabolic process98/2587407/187231.44e-088.94e-0798
GO:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:004427018EsophagusHGINcellular nitrogen compound catabolic process103/2587451/187231.10e-075.56e-06103
GO:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:00001846EsophagusHGINnuclear-transcribed mRNA catabolic process, nonsense-mediated decay15/258737/187235.66e-051.33e-0315
GO:003298415EsophagusHGINprotein-containing complex disassembly50/2587224/187233.43e-045.56e-0350
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
Page: 1 2 3 4 5 6 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030159EsophagusHGINmRNA surveillance pathway30/138397/84652.48e-042.69e-032.14e-0330
hsa030137EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0301514EsophagusHGINmRNA surveillance pathway30/138397/84652.48e-042.69e-032.14e-0330
hsa0301312EsophagusHGINNucleocytoplasmic transport31/1383108/84658.29e-047.95e-036.31e-0331
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa0301531LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301523Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa030132Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
hsa0301533Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa030133Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
Page: 1 2 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PYM1insertionNonsense_Mutationnovelc.279_280insGAGTTCTTAGCCTGACTCATAAGCTCACATATAATCTGGCCCTp.Lys94GlufsTer5p.K94Efs*5Q9BRP8protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
PYM1SNVMissense_Mutationnovelc.358N>Cp.Glu120Glnp.E120QQ9BRP8protein_codingtolerated(0.36)benign(0.174)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PYM1SNVMissense_Mutationc.41A>Gp.Lys14Argp.K14RQ9BRP8protein_codingtolerated(0.08)probably_damaging(0.998)TCGA-AA-3494-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPR
PYM1SNVMissense_Mutationnovelc.74C>Ap.Thr25Asnp.T25NQ9BRP8protein_codingdeleterious(0)probably_damaging(0.93)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PYM1SNVMissense_Mutationnovelc.386N>Gp.Gln129Argp.Q129RQ9BRP8protein_codingtolerated(0.28)benign(0)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
PYM1SNVMissense_Mutationnovelc.436N>Ap.Ala146Thrp.A146TQ9BRP8protein_codingdeleterious(0.04)benign(0.051)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PYM1SNVMissense_Mutationrs767819119c.266N>Ap.Arg89Hisp.R89HQ9BRP8protein_codingdeleterious(0.03)benign(0.003)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PYM1SNVMissense_Mutationnovelc.146A>Gp.Tyr49Cysp.Y49CQ9BRP8protein_codingdeleterious(0.02)probably_damaging(0.972)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PYM1SNVMissense_Mutationc.89N>Ap.Arg30Glnp.R30QQ9BRP8protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AP-A0LT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PYM1SNVMissense_Mutationrs773714243c.49N>Ap.Ala17Thrp.A17TQ9BRP8protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
Page: 1 2 

Top

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
Page: 1