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: PAM16

Gene summary for PAM16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAM16

Gene ID

51025

Gene namepresequence translocase associated motor 16
Gene AliasCGI-136
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000737

UniProtAcc

Q9Y3D7


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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
51025PAM16LZE2DHumanEsophagusHGIN3.04e-023.05e-010.0642
51025PAM16LZE2THumanEsophagusESCC7.48e-048.76e-010.082
51025PAM16LZE4THumanEsophagusESCC2.02e-144.49e-010.0811
51025PAM16LZE5THumanEsophagusESCC1.21e-075.45e-010.0514
51025PAM16LZE7THumanEsophagusESCC4.78e-218.52e-010.0667
51025PAM16LZE8THumanEsophagusESCC4.86e-175.17e-010.067
51025PAM16LZE20THumanEsophagusESCC6.52e-154.91e-010.0662
51025PAM16LZE21D1HumanEsophagusHGIN3.15e-025.26e-010.0632
51025PAM16LZE22D1HumanEsophagusHGIN7.46e-103.26e-010.0595
51025PAM16LZE22THumanEsophagusESCC1.51e-076.57e-010.068
51025PAM16LZE24THumanEsophagusESCC2.53e-449.63e-010.0596
51025PAM16LZE21THumanEsophagusESCC2.99e-116.23e-010.0655
51025PAM16LZE6THumanEsophagusESCC8.98e-166.45e-010.0845
51025PAM16P1T-EHumanEsophagusESCC6.98e-248.46e-010.0875
51025PAM16P2T-EHumanEsophagusESCC5.94e-629.88e-010.1177
51025PAM16P4T-EHumanEsophagusESCC6.27e-501.09e+000.1323
51025PAM16P5T-EHumanEsophagusESCC1.67e-631.18e+000.1327
51025PAM16P8T-EHumanEsophagusESCC8.11e-316.00e-010.0889
51025PAM16P9T-EHumanEsophagusESCC1.43e-347.66e-010.1131
51025PAM16P10T-EHumanEsophagusESCC2.78e-385.52e-010.116
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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
∗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:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
GO:000683920EsophagusHGINmitochondrial transport74/2587254/187231.32e-101.32e-0874
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
GO:007058520EsophagusHGINprotein localization to mitochondrion43/2587125/187234.43e-093.03e-0743
GO:007265520EsophagusHGINestablishment of protein localization to mitochondrion41/2587120/187231.26e-087.96e-0741
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:000660525EsophagusHGINprotein targeting78/2587314/187231.08e-075.47e-0678
GO:004427018EsophagusHGINcellular nitrogen compound catabolic process103/2587451/187231.10e-075.56e-06103
GO:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:200123427EsophagusHGINnegative regulation of apoptotic signaling pathway59/2587224/187234.68e-072.07e-0559
GO:000662620EsophagusHGINprotein targeting to mitochondrion33/2587100/187237.99e-073.35e-0533
GO:001082119EsophagusHGINregulation of mitochondrion organization42/2587144/187231.20e-064.68e-0542
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:001063920EsophagusHGINnegative regulation of organelle organization79/2587348/187234.12e-061.37e-0479
GO:000863720EsophagusHGINapoptotic mitochondrial changes33/2587107/187234.32e-061.42e-0433
GO:005105214EsophagusHGINregulation of DNA metabolic process79/2587359/187231.38e-053.85e-0479
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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
PAM16SNVMissense_Mutationnovelc.337N>Tp.Ala113Serp.A113SQ9Y3D7protein_codingtolerated(0.32)benign(0.011)TCGA-E9-A295-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PAM16SNVMissense_Mutationrs775983589c.299G>Ap.Arg100Hisp.R100HQ9Y3D7protein_codingdeleterious(0)probably_damaging(0.995)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
PAM16SNVMissense_Mutationrs774768218c.113N>Ap.Arg38Glnp.R38QQ9Y3D7protein_codingtolerated(0.6)benign(0.075)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PAM16SNVMissense_Mutationrs143616972c.121N>Ap.Ala41Thrp.A41TQ9Y3D7protein_codingtolerated(0.25)benign(0.009)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PAM16SNVMissense_Mutationnovelc.229N>Cp.Tyr77Hisp.Y77HQ9Y3D7protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
PAM16SNVMissense_Mutationc.330N>Cp.Lys110Asnp.K110NQ9Y3D7protein_codingdeleterious(0.04)benign(0.231)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PAM16SNVMissense_Mutationrs563328958c.301N>Ap.Ala101Thrp.A101TQ9Y3D7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PAM16SNVMissense_Mutationrs771420576c.115N>Ap.Gly39Argp.G39RQ9Y3D7protein_codingdeleterious(0.04)probably_damaging(0.914)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PAM16SNVMissense_Mutationc.5N>Tp.Ala2Valp.A2VQ9Y3D7protein_codingdeleterious(0)probably_damaging(1)TCGA-BG-A0VW-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PAM16SNVMissense_Mutationnovelc.342G>Tp.Gln114Hisp.Q114HQ9Y3D7protein_codingtolerated(0.09)benign(0.018)TCGA-BG-A220-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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