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: PRR16

Gene summary for PRR16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRR16

Gene ID

51334

Gene nameproline rich 16
Gene AliasDSC54
Cytomap5q23.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q569H4


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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
51334PRR16P4T-EHumanEsophagusESCC8.00e-031.27e-010.1323
51334PRR16P9T-EHumanEsophagusESCC4.01e-041.26e-010.1131
51334PRR16P23T-EHumanEsophagusESCC9.87e-032.12e-010.108
51334PRR16P24T-EHumanEsophagusESCC8.91e-093.33e-010.1287
51334PRR16P32T-EHumanEsophagusESCC7.27e-052.23e-010.1666
51334PRR16P36T-EHumanEsophagusESCC1.41e-195.94e-010.1187
51334PRR16P42T-EHumanEsophagusESCC9.05e-041.75e-010.1175
51334PRR16P62T-EHumanEsophagusESCC4.16e-489.83e-010.1302
51334PRR16P89T-EHumanEsophagusESCC3.05e-179.67e-010.1752
51334PRR16048752_1579-all-cellsHumanProstateBPH3.82e-194.63e-010.1008
51334PRR16052095_1628-all-cellsHumanProstateBPH8.24e-357.73e-010.1032
51334PRR16052097_1595-all-cellsHumanProstateBPH3.94e-062.65e-010.0972
51334PRR16052099_1652-all-cellsHumanProstateBPH1.26e-195.74e-010.1038
51334PRR16Dong_P1HumanProstateTumor1.43e-081.00e-010.035
51334PRR16P10HumanProstateTumor1.56e-032.68e-01-0.0902
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:000641718ProstateBPHregulation of translation157/3107468/187239.09e-205.63e-17157
GO:003425017ProstateBPHpositive regulation of cellular amide metabolic process67/3107162/187235.89e-146.51e-1267
GO:004572717ProstateBPHpositive regulation of translation59/3107136/187231.53e-131.58e-1159
GO:003253517ProstateBPHregulation of cellular component size108/3107383/187236.41e-092.27e-07108
GO:0045793ProstateBPHpositive regulation of cell size7/310711/187236.10e-044.16e-037
GO:00083617ProstateBPHregulation of cell size45/3107181/187232.79e-031.47e-0245
GO:000641719ProstateTumorregulation of translation161/3246468/187231.55e-198.74e-17161
GO:003425018ProstateTumorpositive regulation of cellular amide metabolic process68/3246162/187231.42e-131.63e-1168
GO:004572718ProstateTumorpositive regulation of translation59/3246136/187231.06e-129.98e-1159
GO:003253518ProstateTumorregulation of cellular component size109/3246383/187233.56e-081.12e-06109
GO:00457931ProstateTumorpositive regulation of cell size7/324611/187238.04e-045.44e-037
GO:000836112ProstateTumorregulation of cell size46/3246181/187233.81e-031.94e-0246
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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
PRR16SNVMissense_Mutationc.661N>Ap.Asp221Asnp.D221NQ569H4protein_codingdeleterious(0)possibly_damaging(0.517)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRR16SNVMissense_Mutationnovelc.89T>Gp.Ile30Serp.I30SQ569H4protein_codingdeleterious(0)possibly_damaging(0.587)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRR16SNVMissense_Mutationrs756220018c.605N>Ap.Arg202Glnp.R202QQ569H4protein_codingdeleterious(0.01)probably_damaging(0.928)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PRR16SNVMissense_Mutationc.479N>Ap.Pro160Glnp.P160QQ569H4protein_codingdeleterious(0.03)benign(0.007)TCGA-AA-3975-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRR16SNVMissense_Mutationrs201082218c.236C>Tp.Thr79Metp.T79MQ569H4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
PRR16SNVMissense_Mutationnovelc.353G>Ap.Arg118Lysp.R118KQ569H4protein_codingtolerated(0.54)benign(0.017)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRR16SNVMissense_Mutationnovelc.910N>Ap.Val304Metp.V304MQ569H4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PRR16SNVMissense_Mutationnovelc.836N>Ap.Arg279Lysp.R279KQ569H4protein_codingtolerated(0.47)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRR16SNVMissense_Mutationrs201907499c.722N>Tp.Pro241Leup.P241LQ569H4protein_codingtolerated(0.41)benign(0.003)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
PRR16SNVMissense_Mutationnovelc.445N>Gp.Thr149Alap.T149AQ569H4protein_codingtolerated(0.43)benign(0.015)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid 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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