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: RILPL2

Gene summary for RILPL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RILPL2

Gene ID

196383

Gene nameRab interacting lysosomal protein like 2
Gene AliasRLP2
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q969X0


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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
196383RILPL2LZE4THumanEsophagusESCC8.50e-051.61e-020.0811
196383RILPL2LZE7THumanEsophagusESCC1.08e-043.25e-010.0667
196383RILPL2LZE8THumanEsophagusESCC6.19e-078.80e-020.067
196383RILPL2LZE22THumanEsophagusESCC4.21e-052.49e-010.068
196383RILPL2LZE24THumanEsophagusESCC4.60e-122.49e-010.0596
196383RILPL2LZE21THumanEsophagusESCC1.05e-021.77e-010.0655
196383RILPL2LZE6THumanEsophagusESCC1.26e-023.75e-020.0845
196383RILPL2P1T-EHumanEsophagusESCC1.04e-062.49e-010.0875
196383RILPL2P2T-EHumanEsophagusESCC2.21e-538.69e-010.1177
196383RILPL2P4T-EHumanEsophagusESCC3.59e-174.58e-010.1323
196383RILPL2P5T-EHumanEsophagusESCC4.16e-066.76e-020.1327
196383RILPL2P8T-EHumanEsophagusESCC1.60e-336.35e-010.0889
196383RILPL2P9T-EHumanEsophagusESCC6.51e-051.05e-010.1131
196383RILPL2P10T-EHumanEsophagusESCC2.54e-182.59e-010.116
196383RILPL2P11T-EHumanEsophagusESCC8.49e-038.50e-020.1426
196383RILPL2P12T-EHumanEsophagusESCC4.54e-102.01e-010.1122
196383RILPL2P15T-EHumanEsophagusESCC2.09e-172.44e-010.1149
196383RILPL2P16T-EHumanEsophagusESCC6.83e-212.19e-010.1153
196383RILPL2P19T-EHumanEsophagusESCC2.66e-053.79e-010.1662
196383RILPL2P20T-EHumanEsophagusESCC9.71e-284.23e-010.1124
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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
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:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:006195114EsophagusESCCestablishment of protein localization to plasma membrane44/855260/187231.25e-051.15e-0444
GO:00033824EsophagusESCCepithelial cell morphogenesis22/855233/187231.22e-024.08e-0222
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:000206419Oral cavityOSCCepithelial cell development116/7305220/187232.34e-052.21e-04116
GO:00619518Oral cavityOSCCestablishment of protein localization to plasma membrane39/730560/187234.07e-053.53e-0439
GO:009015019Oral cavityLPestablishment of protein localization to membrane128/4623260/187237.19e-181.19e-15128
GO:007265919Oral cavityLPprotein localization to plasma membrane119/4623284/187231.11e-106.44e-09119
GO:199077817Oral cavityLPprotein localization to cell periphery133/4623333/187234.42e-102.21e-08133
GO:006195113Oral cavityLPestablishment of protein localization to plasma membrane27/462360/187234.71e-044.43e-0327
GO:007265924Oral cavityEOLPprotein localization to plasma membrane59/2218284/187231.07e-051.91e-0459
GO:199077823Oral cavityEOLPprotein localization to cell periphery65/2218333/187233.17e-054.48e-0465
GO:0002064110Oral cavityEOLPepithelial cell development43/2218220/187236.25e-045.23e-0343
GO:006195121Oral cavityEOLPestablishment of protein localization to plasma membrane16/221860/187231.29e-039.18e-0316
GO:009015022Oral cavityEOLPestablishment of protein localization to membrane45/2218260/187235.73e-032.94e-0245
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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
RILPL2SNVMissense_Mutationnovelc.217N>Ap.Glu73Lysp.E73KQ969X0protein_codingdeleterious(0.03)probably_damaging(0.96)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
RILPL2SNVMissense_Mutationnovelc.76N>Cp.Glu26Glnp.E26QQ969X0protein_codingdeleterious(0.03)possibly_damaging(0.52)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RILPL2insertionNonsense_Mutationnovelc.262_263insCAGCAAGTTp.Glu88delinsAlaAlaSerTerp.E88delinsAAS*Q969X0protein_codingTCGA-C5-A1M5-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RILPL2insertionFrame_Shift_Insnovelc.260_261insAGAGAAGGAAATAAAACCTp.Leu89LysfsTer42p.L89Kfs*42Q969X0protein_codingTCGA-C5-A1M5-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RILPL2SNVMissense_Mutationrs753404340c.433N>Tp.Arg145Cysp.R145CQ969X0protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2682-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5PD
RILPL2SNVMissense_Mutationc.16G>Ap.Val6Metp.V6MQ969X0protein_codingtolerated_low_confidence(0.05)benign(0.127)TCGA-AA-3941-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RILPL2SNVMissense_Mutationnovelc.286C>Tp.Leu96Phep.L96FQ969X0protein_codingdeleterious(0)probably_damaging(0.916)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RILPL2insertionFrame_Shift_Insnovelc.386_387insAp.Asn129LysfsTer57p.N129Kfs*57Q969X0protein_codingTCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RILPL2SNVMissense_Mutationc.601A>Cp.Lys201Glnp.K201QQ969X0protein_codingtolerated(0.05)possibly_damaging(0.84)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RILPL2SNVMissense_Mutationnovelc.363N>Ap.Met121Ilep.M121IQ969X0protein_codingdeleterious(0.04)benign(0.003)TCGA-AP-A1DK-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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