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: PLAC9

Gene summary for PLAC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLAC9

Gene ID

219348

Gene nameplacenta associated 9
Gene AliasPLAC9
Cytomap10q22.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q5JTB6


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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
219348PLAC9LZE2THumanEsophagusESCC3.86e-237.97e-010.082
219348PLAC9LZE24THumanEsophagusESCC3.99e-03-2.62e-010.0596
219348PLAC9P1T-EHumanEsophagusESCC3.17e-02-1.64e-010.0875
219348PLAC9P4T-EHumanEsophagusESCC1.20e-031.57e-010.1323
219348PLAC9P16T-EHumanEsophagusESCC8.40e-04-2.67e-010.1153
219348PLAC9P21T-EHumanEsophagusESCC5.21e-04-2.61e-010.1617
219348PLAC9P26T-EHumanEsophagusESCC2.11e-02-2.55e-010.1276
219348PLAC9P31T-EHumanEsophagusESCC2.12e-02-2.34e-010.1251
219348PLAC9P36T-EHumanEsophagusESCC9.56e-04-2.26e-010.1187
219348PLAC9P37T-EHumanEsophagusESCC2.28e-04-2.15e-010.1371
219348PLAC9P40T-EHumanEsophagusESCC3.68e-02-2.47e-010.109
219348PLAC9P47T-EHumanEsophagusESCC1.25e-03-2.06e-010.1067
219348PLAC9P52T-EHumanEsophagusESCC9.12e-05-2.56e-010.1555
219348PLAC9P54T-EHumanEsophagusESCC5.10e-04-2.55e-010.0975
219348PLAC9P62T-EHumanEsophagusESCC3.86e-02-2.40e-010.1302
219348PLAC9P65T-EHumanEsophagusESCC6.85e-033.91e-020.0978
219348PLAC9P74T-EHumanEsophagusESCC3.71e-044.38e-010.1479
219348PLAC9P76T-EHumanEsophagusESCC7.23e-03-2.62e-010.1207
219348PLAC9P127T-EHumanEsophagusESCC8.42e-06-2.65e-010.0826
219348PLAC9P128T-EHumanEsophagusESCC5.01e-10-2.17e-020.1241
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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
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
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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
PLAC9SNVMissense_Mutationc.160G>Cp.Glu54Glnp.E54QQ5JTB6protein_codingdeleterious(0)probably_damaging(0.994)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PLAC9SNVMissense_Mutationc.206G>Ap.Gly69Aspp.G69DQ5JTB6protein_codingtolerated(0.09)benign(0.424)TCGA-A6-6650-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PLAC9SNVMissense_Mutationrs200468028c.143N>Ap.Arg48Hisp.R48HQ5JTB6protein_codingdeleterious(0.03)benign(0.012)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PLAC9SNVMissense_Mutationnovelc.287N>Ap.Gly96Aspp.G96DQ5JTB6protein_codingdeleterious(0.01)benign(0.075)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PLAC9SNVMissense_Mutationnovelc.124C>Tp.His42Tyrp.H42YQ5JTB6protein_codingtolerated(0.09)benign(0)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
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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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