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: PLXND1

Gene summary for PLXND1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLXND1

Gene ID

23129

Gene nameplexin D1
Gene AliasPLEXD1
Cytomap3q22.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9Y4D7


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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
23129PLXND1HCC1_MengHumanLiverHCC6.15e-154.14e-020.0246
23129PLXND1HCC2HumanLiverHCC4.00e-183.03e+000.5341
23129PLXND1Pt13.bHumanLiverHCC3.18e-041.37e-010.0251
23129PLXND1Pt14.aHumanLiverHCC9.82e-053.44e-010.0169
23129PLXND1Pt14.dHumanLiverHCC6.59e-112.90e-010.0143
23129PLXND1S014HumanLiverHCC2.93e-239.61e-010.2254
23129PLXND1S015HumanLiverHCC1.29e-301.25e+000.2375
23129PLXND1S016HumanLiverHCC3.38e-351.21e+000.2243
23129PLXND1S027HumanLiverHCC5.50e-138.93e-010.2446
23129PLXND1S028HumanLiverHCC6.91e-301.02e+000.2503
23129PLXND1S029HumanLiverHCC1.75e-187.53e-010.2581
23129PLXND1male-WTAHumanThyroidPTC4.42e-192.48e-010.1037
23129PLXND1PTC01HumanThyroidPTC1.25e-051.29e-010.1899
23129PLXND1PTC03HumanThyroidPTC3.54e-032.95e-010.1784
23129PLXND1PTC04HumanThyroidPTC2.77e-071.78e-010.1927
23129PLXND1PTC05HumanThyroidPTC5.53e-082.73e-010.2065
23129PLXND1PTC06HumanThyroidPTC3.45e-184.01e-010.2057
23129PLXND1PTC07HumanThyroidPTC2.31e-122.77e-010.2044
23129PLXND1ATC11HumanThyroidATC2.02e-167.97e-010.3386
23129PLXND1ATC12HumanThyroidATC6.38e-173.54e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:005109822LiverHCCregulation of binding225/7958363/187233.78e-142.37e-12225
GO:004339322LiverHCCregulation of protein binding129/7958196/187233.27e-111.26e-09129
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:005109922LiverHCCpositive regulation of binding108/7958173/187239.22e-081.83e-06108
GO:003209221LiverHCCpositive regulation of protein binding59/795885/187234.66e-077.61e-0659
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:000836022LiverHCCregulation of cell shape92/7958154/187231.15e-051.31e-0492
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:0051098113ThyroidPTCregulation of binding195/5968363/187233.21e-183.37e-16195
GO:0022604112ThyroidPTCregulation of cell morphogenesis165/5968309/187232.60e-151.82e-13165
GO:0051099113ThyroidPTCpositive regulation of binding100/5968173/187231.56e-126.96e-11100
GO:0031346110ThyroidPTCpositive regulation of cell projection organization173/5968353/187231.09e-114.40e-10173
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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
SEMA3CPLXND1SEMA3C_PLXND1SEMA3BreastDCIS
SEMA3CPLXND1SEMA3C_PLXND1SEMA3BreastHealthy
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CervixADJ
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CervixCC
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CervixPrecancer
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CRCAD
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CRCCRC
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CRCFAP
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CRCMSI-H
SEMA3EPLXND1SEMA3E_PLXND1SEMA3CRCMSI-H
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CRCMSS
SEMA3EPLXND1SEMA3E_PLXND1SEMA3CRCMSS
SEMA3CPLXND1SEMA3C_PLXND1SEMA3CRCSER
SEMA3CPLXND1SEMA3C_PLXND1SEMA3EndometriumADJ
SEMA3CPLXND1SEMA3C_PLXND1SEMA3EndometriumAEH
SEMA3CPLXND1SEMA3C_PLXND1SEMA3EsophagusESCC
SEMA3EPLXND1SEMA3E_PLXND1SEMA3EsophagusESCC
SEMA3CPLXND1SEMA3C_PLXND1SEMA3GCADJ
SEMA3CPLXND1SEMA3C_PLXND1SEMA3HNSCCADJ
SEMA3CPLXND1SEMA3C_PLXND1SEMA3HNSCCOSCC
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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
PLXND1SNVMissense_Mutationc.3667N>Ap.Asp1223Asnp.D1223NQ9Y4D7protein_codingtolerated(0.4)benign(0)TCGA-E2-A14O-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
PLXND1SNVMissense_Mutationc.4069C>Tp.Arg1357Cysp.R1357CQ9Y4D7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
PLXND1SNVMissense_Mutationnovelc.441N>Ap.Phe147Leup.F147LQ9Y4D7protein_codingtolerated(0.38)benign(0.011)TCGA-LL-A8F5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PLXND1deletionIn_Frame_Delc.4453_4461delNNNNNNNNNp.Arg1485_Glu1487delp.R1485_E1487delQ9Y4D7protein_codingTCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PLXND1SNVMissense_Mutationrs748102549c.3277C>Tp.Arg1093Cysp.R1093CQ9Y4D7protein_codingdeleterious(0.02)probably_damaging(0.938)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLXND1SNVMissense_Mutationrs781053507c.3725N>Tp.Ala1242Valp.A1242VQ9Y4D7protein_codingtolerated(0.22)benign(0.015)TCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PLXND1SNVMissense_Mutationrs372693427c.3278G>Ap.Arg1093Hisp.R1093HQ9Y4D7protein_codingtolerated(0.12)probably_damaging(0.938)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLXND1SNVMissense_Mutationrs377455226c.4526N>Tp.Thr1509Metp.T1509MQ9Y4D7protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLXND1SNVMissense_Mutationc.3901G>Ap.Glu1301Lysp.E1301KQ9Y4D7protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLXND1SNVMissense_Mutationnovelc.3431G>Tp.Arg1144Leup.R1144LQ9Y4D7protein_codingtolerated(0.75)benign(0.001)TCGA-Q1-A73R-01Cervixcervical & endocervical cancerFemale<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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