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: PODXL

Gene summary for PODXL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PODXL

Gene ID

5420

Gene namepodocalyxin like
Gene AliasGp200
Cytomap7q32.3
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

O00592


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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
5420PODXLP2T-EHumanEsophagusESCC1.04e-081.11e-010.1177
5420PODXLP8T-EHumanEsophagusESCC2.05e-153.83e-010.0889
5420PODXLP12T-EHumanEsophagusESCC2.22e-092.07e-010.1122
5420PODXLP19T-EHumanEsophagusESCC2.54e-023.78e-010.1662
5420PODXLP24T-EHumanEsophagusESCC1.53e-031.57e-010.1287
5420PODXLP28T-EHumanEsophagusESCC9.47e-049.11e-020.1149
5420PODXLP31T-EHumanEsophagusESCC6.21e-051.18e-010.1251
5420PODXLP36T-EHumanEsophagusESCC1.68e-045.10e-010.1187
5420PODXLP52T-EHumanEsophagusESCC1.24e-092.68e-010.1555
5420PODXLP57T-EHumanEsophagusESCC2.43e-081.83e-010.0926
5420PODXLP74T-EHumanEsophagusESCC4.17e-062.10e-010.1479
5420PODXLP75T-EHumanEsophagusESCC3.25e-214.18e-010.1125
5420PODXLP82T-EHumanEsophagusESCC2.03e-056.21e-010.1072
5420PODXLP128T-EHumanEsophagusESCC1.40e-063.74e-010.1241
5420PODXLP130T-EHumanEsophagusESCC8.33e-112.64e-010.1676
5420PODXLHCC2_MengHumanLiverHCC7.63e-055.18e-020.0107
5420PODXLHCC2HumanLiverHCC9.38e-051.79e+000.5341
5420PODXLS015HumanLiverHCC3.26e-115.69e-010.2375
5420PODXLS016HumanLiverHCC4.05e-052.99e-010.2243
5420PODXLS027HumanLiverHCC2.37e-064.28e-010.2446
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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
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:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:006049118EsophagusESCCregulation of cell projection assembly110/8552188/187232.60e-041.58e-03110
GO:012003218EsophagusESCCregulation of plasma membrane bounded cell projection assembly108/8552186/187234.37e-042.46e-03108
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:00336275EsophagusESCCcell adhesion mediated by integrin45/855272/187232.97e-031.24e-0245
GO:00300339EsophagusESCCmicrovillus assembly13/855216/187234.05e-031.62e-0213
GO:00336281EsophagusESCCregulation of cell adhesion mediated by integrin31/855248/187236.41e-032.35e-0231
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:00325307LiverHCCregulation of microvillus organization12/795813/187232.73e-041.98e-0312
GO:006049112LiverHCCregulation of cell projection assembly101/7958188/187231.20e-036.69e-03101
GO:012003212LiverHCCregulation of plasma membrane bounded cell projection assembly100/7958186/187231.23e-036.81e-03100
GO:00325286LiverHCCmicrovillus organization18/795824/187231.27e-036.92e-0318
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00723101LiverHCCglomerular epithelial cell development11/795813/187232.38e-031.16e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
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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
SELLPODXLSELL_PODXLSELLBreastDCIS
SELLPODXLSELL_PODXLSELLBreastHealthy
SELLPODXLSELL_PODXLSELLBreastIDC
SELLPODXLSELL_PODXLSELLCervixADJ
SELLPODXLSELL_PODXLSELLCervixCC
SELLPODXLSELL_PODXLSELLCervixHealthy
SELLPODXLSELL_PODXLSELLCervixPrecancer
SELLPODXLSELL_PODXLSELLCRCMSI-H
SELLPODXLSELL_PODXLSELLEndometriumADJ
SELLPODXLSELL_PODXLSELLEndometriumAEH
SELLPODXLSELL_PODXLSELLEndometriumEEC
SELLPODXLSELL_PODXLSELLEndometriumHealthy
SELLPODXLSELL_PODXLSELLEsophagusESCC
SELLPODXLSELL_PODXLSELLGCADJ
SELLPODXLSELL_PODXLSELLGCGC
SELLPODXLSELL_PODXLSELLHNSCCADJ
SELLPODXLSELL_PODXLSELLHNSCCHealthy
SELLPODXLSELL_PODXLSELLHNSCCOSCC
SELLPODXLSELL_PODXLSELLHNSCCPrecancer
SELLPODXLSELL_PODXLSELLLiverHCC
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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
PODXLSNVMissense_Mutationrs749475917c.947N>Gp.Ser316Cysp.S316CO00592protein_codingdeleterious(0)possibly_damaging(0.839)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PODXLSNVMissense_Mutationrs199529657c.1280G>Ap.Arg427Glnp.R427QO00592protein_codingtolerated(0.43)benign(0.014)TCGA-XX-A899-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
PODXLinsertionNonsense_Mutationnovelc.910_911insTGATTCCCTGAGACCCAGTATGAAAGAGCAGTGGCTGCAGGAGAGGCp.Ala304ValfsTer4p.A304Vfs*4O00592protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PODXLSNVMissense_Mutationnovelc.23N>Tp.Ser8Leup.S8LO00592protein_codingdeleterious_low_confidence(0)possibly_damaging(0.716)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PODXLSNVMissense_Mutationc.1360G>Ap.Ala454Thrp.A454TO00592protein_codingtolerated(1)benign(0.031)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PODXLSNVMissense_Mutationc.481N>Gp.Lys161Glup.K161EO00592protein_codingtolerated(0.31)benign(0.017)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PODXLSNVMissense_Mutationc.158N>Cp.Val53Alap.V53AO00592protein_codingtolerated_low_confidence(0.14)benign(0.015)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PODXLSNVMissense_Mutationrs371046754c.1430C>Tp.Ala477Valp.A477VO00592protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PODXLSNVMissense_Mutationrs760418646c.1370N>Ap.Arg457Hisp.R457HO00592protein_codingdeleterious(0.02)possibly_damaging(0.659)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PODXLSNVMissense_Mutationrs869312172c.977N>Ap.Arg326Glnp.R326QO00592protein_codingtolerated(0.81)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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