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: PRR11

Gene summary for PRR11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRR11

Gene ID

55771

Gene nameproline rich 11
Gene AliasPRR11
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0007049

UniProtAcc

D2SNZ4


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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
55771PRR11P4T-EHumanEsophagusESCC8.00e-031.41e-010.1323
55771PRR11P5T-EHumanEsophagusESCC8.40e-041.31e-010.1327
55771PRR11P8T-EHumanEsophagusESCC1.66e-029.68e-020.0889
55771PRR11P10T-EHumanEsophagusESCC4.40e-092.57e-010.116
55771PRR11P15T-EHumanEsophagusESCC1.35e-041.49e-010.1149
55771PRR11P21T-EHumanEsophagusESCC4.44e-081.98e-010.1617
55771PRR11P23T-EHumanEsophagusESCC1.48e-053.53e-010.108
55771PRR11P24T-EHumanEsophagusESCC7.90e-031.43e-010.1287
55771PRR11P28T-EHumanEsophagusESCC3.75e-039.09e-020.1149
55771PRR11P31T-EHumanEsophagusESCC7.90e-031.39e-010.1251
55771PRR11P32T-EHumanEsophagusESCC2.39e-246.90e-010.1666
55771PRR11P36T-EHumanEsophagusESCC1.55e-042.56e-010.1187
55771PRR11P37T-EHumanEsophagusESCC4.26e-123.47e-010.1371
55771PRR11P40T-EHumanEsophagusESCC4.53e-041.73e-010.109
55771PRR11P52T-EHumanEsophagusESCC8.40e-041.48e-010.1555
55771PRR11P62T-EHumanEsophagusESCC2.60e-041.60e-010.1302
55771PRR11P74T-EHumanEsophagusESCC1.96e-032.20e-010.1479
55771PRR11P76T-EHumanEsophagusESCC1.96e-052.53e-010.1207
55771PRR11P79T-EHumanEsophagusESCC3.97e-041.91e-010.1154
55771PRR11P83T-EHumanEsophagusESCC9.80e-071.96e-010.1738
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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
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
PRR11SNVMissense_Mutationc.335T>Cp.Leu112Prop.L112PQ96HE9protein_codingdeleterious(0)probably_damaging(0.919)TCGA-A7-A0D9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
PRR11SNVMissense_Mutationc.193N>Tp.Asn65Tyrp.N65YQ96HE9protein_codingdeleterious(0.02)benign(0.037)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRR11deletionFrame_Shift_Delnovelc.1079delAp.Asn360ThrfsTer18p.N360Tfs*18Q96HE9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PRR11SNVMissense_Mutationnovelc.529N>Gp.Leu177Valp.L177VQ96HE9protein_codingtolerated(0.48)benign(0.007)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
PRR11SNVMissense_Mutationc.419N>Ap.Ser140Tyrp.S140YQ96HE9protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
PRR11SNVMissense_Mutationc.1004N>Ap.Arg335Lysp.R335KQ96HE9protein_codingtolerated(0.14)benign(0.019)TCGA-AA-A02K-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
PRR11SNVMissense_Mutationrs368935442c.886N>Tp.Arg296Trpp.R296WQ96HE9protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
PRR11SNVMissense_Mutationc.419N>Ap.Ser140Tyrp.S140YQ96HE9protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRR11SNVMissense_Mutationnovelc.755N>Tp.Ser252Leup.S252LQ96HE9protein_codingtolerated(0.07)probably_damaging(0.923)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PRR11SNVMissense_Mutationc.915N>Tp.Glu305Aspp.E305DQ96HE9protein_codingtolerated(0.17)benign(0.027)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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