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: PDXK

Gene summary for PDXK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDXK

Gene ID

8566

Gene namepyridoxal kinase
Gene AliasC21orf124
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0006081

UniProtAcc

F2Z2Y4


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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
8566PDXKP61T-EHumanEsophagusESCC5.16e-061.14e-010.099
8566PDXKP62T-EHumanEsophagusESCC9.31e-275.85e-010.1302
8566PDXKP65T-EHumanEsophagusESCC9.86e-225.84e-010.0978
8566PDXKP74T-EHumanEsophagusESCC2.64e-411.03e+000.1479
8566PDXKP75T-EHumanEsophagusESCC1.09e-306.59e-010.1125
8566PDXKP76T-EHumanEsophagusESCC9.42e-246.08e-010.1207
8566PDXKP79T-EHumanEsophagusESCC4.10e-061.23e-010.1154
8566PDXKP80T-EHumanEsophagusESCC3.56e-216.61e-010.155
8566PDXKP82T-EHumanEsophagusESCC2.94e-231.41e+000.1072
8566PDXKP83T-EHumanEsophagusESCC5.42e-288.69e-010.1738
8566PDXKP84T-EHumanEsophagusESCC1.39e-035.00e-010.0933
8566PDXKP91T-EHumanEsophagusESCC9.24e-043.75e-010.1828
8566PDXKP104T-EHumanEsophagusESCC2.03e-097.45e-010.0931
8566PDXKP107T-EHumanEsophagusESCC1.44e-153.85e-010.171
8566PDXKP126T-EHumanEsophagusESCC1.55e-071.39e+000.1125
8566PDXKP127T-EHumanEsophagusESCC1.67e-183.99e-010.0826
8566PDXKP128T-EHumanEsophagusESCC1.57e-521.48e+000.1241
8566PDXKP130T-EHumanEsophagusESCC9.16e-1072.11e+000.1676
8566PDXKHCC1_MengHumanLiverHCC3.15e-731.44e-010.0246
8566PDXKHCC2_MengHumanLiverHCC4.51e-352.76e-010.0107
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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
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
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:0006081ColorectumADcellular aldehyde metabolic process22/391860/187233.64e-032.60e-0222
GO:00060811ColorectumMSScellular aldehyde metabolic process21/346760/187231.81e-031.60e-0221
GO:00060812ColorectumMSI-Hcellular aldehyde metabolic process13/131960/187232.27e-045.94e-0313
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:00060818EsophagusESCCcellular aldehyde metabolic process40/855260/187238.30e-044.28e-0340
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:0009110EsophagusESCCvitamin biosynthetic process15/855220/187237.60e-032.71e-0215
GO:00430941EsophagusESCCcellular metabolic compound salvage18/855226/187231.32e-024.31e-0218
GO:19016172LiverHCCorganic hydroxy compound biosynthetic process129/7958237/187231.32e-041.08e-03129
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:000608112LiverHCCcellular aldehyde metabolic process39/795860/187233.61e-042.50e-0339
GO:0043094LiverHCCcellular metabolic compound salvage20/795826/187233.82e-042.61e-0320
GO:0072525LiverHCCpyridine-containing compound biosynthetic process22/795832/187232.43e-031.18e-0222
GO:0072524LiverHCCpyridine-containing compound metabolic process25/795838/187233.18e-031.47e-0225
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
GO:00060817Oral cavityOSCCcellular aldehyde metabolic process36/730560/187237.94e-044.27e-0336
GO:19016173Oral cavityOSCCorganic hydroxy compound biosynthetic process115/7305237/187231.73e-038.18e-03115
GO:00060819SkincSCCcellular aldehyde metabolic process28/486460/187234.35e-043.36e-0328
GO:00067672SkincSCCwater-soluble vitamin metabolic process24/486459/187239.59e-034.30e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
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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
PDXKdeletionFrame_Shift_Delnovelc.485delNp.Ile162ThrfsTer10p.I162Tfs*10O00764protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PDXKSNVMissense_Mutationnovelc.563N>Tp.Ser188Phep.S188FO00764protein_codingdeleterious(0.04)probably_damaging(0.935)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
PDXKSNVMissense_Mutationc.496G>Cp.Glu166Glnp.E166QO00764protein_codingtolerated(0.19)benign(0.098)TCGA-ZJ-AB0H-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PDXKSNVMissense_Mutationc.526C>Tp.His176Tyrp.H176YO00764protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDXKSNVMissense_Mutationc.796N>Ap.Val266Ilep.V266IO00764protein_codingtolerated(0.12)benign(0.368)TCGA-CM-6676-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PDXKSNVMissense_Mutationrs372671985c.929N>Tp.Thr310Metp.T310MO00764protein_codingdeleterious(0.01)benign(0.282)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PDXKSNVMissense_Mutationrs200647993c.653N>Ap.Arg218Hisp.R218HO00764protein_codingdeleterious(0)possibly_damaging(0.548)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PDXKSNVMissense_Mutationnovelc.305A>Cp.Lys102Thrp.K102TO00764protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PDXKSNVMissense_Mutationrs369091058c.541G>Ap.Asp181Asnp.D181NO00764protein_codingtolerated(0.12)benign(0.017)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PDXKSNVMissense_Mutationc.331N>Ap.Val111Metp.V111MO00764protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A2H5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinCR
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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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