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: RPL7L1

Gene summary for RPL7L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPL7L1

Gene ID

285855

Gene nameribosomal protein L7 like 1
Gene AliasdJ475N16.4
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000463

UniProtAcc

A0A024RD36


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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
285855RPL7L1HTA11_1938_2000001011HumanColorectumAD3.19e-095.62e-01-0.0811
285855RPL7L1HTA11_78_2000001011HumanColorectumAD3.91e-053.59e-01-0.1088
285855RPL7L1HTA11_347_2000001011HumanColorectumAD7.28e-125.08e-01-0.1954
285855RPL7L1HTA11_83_2000001011HumanColorectumSER8.26e-084.90e-01-0.1526
285855RPL7L1HTA11_696_2000001011HumanColorectumAD2.20e-023.38e-01-0.1464
285855RPL7L1HTA11_1391_2000001011HumanColorectumAD6.94e-115.38e-01-0.059
285855RPL7L1HTA11_866_3004761011HumanColorectumAD8.85e-032.82e-010.096
285855RPL7L1HTA11_7663_2000001011HumanColorectumSER1.99e-045.94e-010.0131
285855RPL7L1HTA11_7696_3000711011HumanColorectumAD7.73e-094.07e-010.0674
285855RPL7L1HTA11_99999965062_69753HumanColorectumMSI-H7.11e-051.16e+000.3487
285855RPL7L1HTA11_99999965104_69814HumanColorectumMSS6.57e-157.82e-010.281
285855RPL7L1HTA11_99999971662_82457HumanColorectumMSS2.70e-177.04e-010.3859
285855RPL7L1HTA11_99999973899_84307HumanColorectumMSS6.07e-034.32e-010.2585
285855RPL7L1HTA11_99999974143_84620HumanColorectumMSS1.48e-053.60e-010.3005
285855RPL7L1A015-C-203HumanColorectumFAP1.38e-03-3.24e-02-0.1294
285855RPL7L1A015-C-104HumanColorectumFAP2.71e-042.70e-03-0.1899
285855RPL7L1AEH-subject1HumanEndometriumAEH1.79e-22-3.74e-01-0.3059
285855RPL7L1AEH-subject2HumanEndometriumAEH4.43e-05-2.72e-01-0.2525
285855RPL7L1AEH-subject3HumanEndometriumAEH3.53e-14-2.86e-01-0.2576
285855RPL7L1AEH-subject4HumanEndometriumAEH2.35e-07-3.31e-01-0.2657
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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
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
GO:000182512SkincSCCblastocyst formation21/486438/187231.17e-041.08e-0321
GO:00004635SkincSCCmaturation of LSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)11/486415/187231.67e-041.45e-0311
GO:0022613113ThyroidPTCribonucleoprotein complex biogenesis292/5968463/187233.24e-442.05e-40292
GO:0042254113ThyroidPTCribosome biogenesis202/5968299/187233.47e-375.47e-34202
GO:0006364112ThyroidPTCrRNA processing156/5968225/187235.58e-315.03e-28156
GO:0016072112ThyroidPTCrRNA metabolic process160/5968236/187235.68e-303.58e-27160
GO:003447018ThyroidPTCncRNA processing215/5968395/187237.14e-211.22e-18215
GO:0042273113ThyroidPTCribosomal large subunit biogenesis57/596872/187231.79e-161.51e-1457
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:0001701111ThyroidPTCin utero embryonic development175/5968367/187231.40e-104.73e-09175
GO:00004709ThyroidPTCmaturation of LSU-rRNA23/596828/187235.91e-081.25e-0623
GO:00004636ThyroidPTCmaturation of LSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)12/596815/187231.75e-041.33e-0312
GO:000182513ThyroidPTCblastocyst formation22/596838/187238.19e-045.07e-0322
GO:00018246ThyroidPTCblastocyst development49/5968106/187231.37e-037.72e-0349
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
GO:000636432ThyroidATCrRNA processing157/6293225/187239.02e-295.70e-26157
GO:001607232ThyroidATCrRNA metabolic process161/6293236/187231.02e-275.89e-25161
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:004227335ThyroidATCribosomal large subunit biogenesis57/629372/187232.56e-151.82e-1357
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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
RPL7L1SNVMissense_Mutationc.341G>Tp.Arg114Ilep.R114IQ6DKI1protein_codingdeleterious(0)possibly_damaging(0.495)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPL7L1SNVMissense_Mutationc.494G>Cp.Gly165Alap.G165AQ6DKI1protein_codingdeleterious(0.01)possibly_damaging(0.782)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RPL7L1SNVMissense_Mutationnovelc.270N>Cp.Leu90Phep.L90FQ6DKI1protein_codingdeleterious(0.04)benign(0.361)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPL7L1SNVMissense_Mutationnovelc.372N>Gp.Ile124Metp.I124MQ6DKI1protein_codingdeleterious(0.02)benign(0.277)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPL7L1SNVMissense_Mutationnovelc.230G>Cp.Arg77Prop.R77PQ6DKI1protein_codingdeleterious(0.01)possibly_damaging(0.809)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPL7L1SNVMissense_Mutationrs377107940c.422N>Ap.Arg141Hisp.R141HQ6DKI1protein_codingtolerated(0.06)benign(0.021)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPL7L1insertionFrame_Shift_Insnovelc.397_398insCp.Gln135ProfsTer38p.Q135Pfs*38Q6DKI1protein_codingTCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RPL7L1deletionFrame_Shift_Delnovelc.233delTp.Leu78ProfsTer4p.L78Pfs*4Q6DKI1protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPL7L1SNVMissense_Mutationrs191520270c.301N>Tp.Arg101Cysp.R101CQ6DKI1protein_codingtolerated(0.06)benign(0.031)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RPL7L1SNVMissense_Mutationc.630N>Cp.Glu210Aspp.E210DQ6DKI1protein_codingtolerated(0.09)benign(0.005)TCGA-AJ-A3BD-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
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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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