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: PKHD1L1

Gene summary for PKHD1L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PKHD1L1

Gene ID

93035

Gene namePKHD1 like 1
Gene AliasPKHDL1
Cytomap8q23.1-q23.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q86WI1


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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
93035PKHD1L1AEH-subject1HumanEndometriumAEH6.64e-043.40e-01-0.3059
93035PKHD1L1AEH-subject2HumanEndometriumAEH2.79e-115.40e-01-0.2525
93035PKHD1L1AEH-subject3HumanEndometriumAEH1.67e-379.11e-01-0.2576
93035PKHD1L1AEH-subject4HumanEndometriumAEH4.30e-227.97e-01-0.2657
93035PKHD1L1AEH-subject5HumanEndometriumAEH3.99e-911.48e+00-0.2953
93035PKHD1L1EEC-subject1HumanEndometriumEEC1.49e-318.25e-01-0.2682
93035PKHD1L1EEC-subject2HumanEndometriumEEC3.28e-094.13e-01-0.2607
93035PKHD1L1EEC-subject4HumanEndometriumEEC1.50e-701.43e+00-0.2571
93035PKHD1L1EEC-subject5HumanEndometriumEEC4.22e-073.50e-01-0.249
93035PKHD1L1male-WTAHumanThyroidPTC3.66e-101.47e-010.1037
93035PKHD1L1nodule-WTAHumanThyroidgoiters6.71e-043.55e-010.0534
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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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
PKHD1L1SNVMissense_Mutationnovelc.1130N>Ap.Ala377Aspp.A377DQ86WI1protein_codingtolerated(0.13)benign(0.086)TCGA-A2-A0SU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PKHD1L1SNVMissense_Mutationc.11257C>Tp.Leu3753Phep.L3753FQ86WI1protein_codingtolerated(0.44)benign(0.005)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
PKHD1L1SNVMissense_Mutationc.10066G>Cp.Asp3356Hisp.D3356HQ86WI1protein_codingdeleterious(0.04)benign(0.045)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
PKHD1L1SNVMissense_Mutationc.12195N>Tp.Gln4065Hisp.Q4065HQ86WI1protein_codingdeleterious(0)possibly_damaging(0.783)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PKHD1L1SNVMissense_Mutationc.10357N>Cp.Asp3453Hisp.D3453HQ86WI1protein_codingtolerated(0.12)benign(0.014)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PKHD1L1SNVMissense_Mutationc.6435N>Ap.Met2145Ilep.M2145IQ86WI1protein_codingtolerated(0.34)benign(0)TCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PKHD1L1SNVMissense_Mutationc.4985A>Gp.Asp1662Glyp.D1662GQ86WI1protein_codingdeleterious(0.01)possibly_damaging(0.72)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PKHD1L1SNVMissense_Mutationnovelc.3958G>Tp.Asp1320Tyrp.D1320YQ86WI1protein_codingdeleterious(0.01)benign(0.031)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
PKHD1L1SNVMissense_Mutationc.1297N>Gp.His433Aspp.H433DQ86WI1protein_codingtolerated(0.16)benign(0.133)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PKHD1L1SNVMissense_Mutationnovelc.2743N>Cp.Asn915Hisp.N915HQ86WI1protein_codingtolerated(0.11)possibly_damaging(0.641)TCGA-AN-A046-01Breastbreast invasive 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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