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: RPL7

Gene summary for RPL7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPL7

Gene ID

6129

Gene nameribosomal protein L7
Gene AliasL7
Cytomap8q21.11
Gene Typeprotein-coding
GO ID

GO:0000463

UniProtAcc

P18124


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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
6129RPL7GSM4909285HumanBreastIDC9.13e-071.53e-010.21
6129RPL7GSM4909286HumanBreastIDC1.02e-512.83e-010.1081
6129RPL7GSM4909287HumanBreastIDC1.01e-15-2.70e-010.2057
6129RPL7GSM4909290HumanBreastIDC5.23e-19-2.37e-010.2096
6129RPL7GSM4909291HumanBreastIDC2.47e-252.58e-010.1753
6129RPL7GSM4909293HumanBreastIDC5.95e-41-2.27e-010.1581
6129RPL7GSM4909296HumanBreastIDC3.40e-061.26e-010.1524
6129RPL7GSM4909298HumanBreastIDC2.18e-11-1.08e-010.1551
6129RPL7GSM4909301HumanBreastIDC2.47e-29-2.61e-010.1577
6129RPL7GSM4909302HumanBreastIDC5.78e-03-1.53e-010.1545
6129RPL7GSM4909303HumanBreastIDC3.38e-12-4.09e-010.0438
6129RPL7GSM4909304HumanBreastIDC2.72e-67-3.92e-010.1636
6129RPL7GSM4909305HumanBreastIDC3.00e-151.83e-010.0436
6129RPL7GSM4909306HumanBreastIDC4.86e-121.65e-010.1564
6129RPL7GSM4909311HumanBreastIDC6.77e-097.65e-020.1534
6129RPL7GSM4909312HumanBreastIDC5.82e-462.81e-010.1552
6129RPL7GSM4909313HumanBreastIDC1.30e-03-1.67e-010.0391
6129RPL7GSM4909315HumanBreastIDC9.93e-45-4.46e-010.21
6129RPL7GSM4909316HumanBreastIDC1.44e-27-7.29e-010.21
6129RPL7GSM4909317HumanBreastIDC3.49e-26-2.77e-010.1355
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00021819BreastPrecancercytoplasmic translation80/1080148/187231.59e-598.54e-5680
GO:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:00422739BreastPrecancerribosomal large subunit biogenesis22/108072/187235.03e-115.61e-0922
GO:00063646BreastPrecancerrRNA processing35/1080225/187237.90e-084.60e-0635
GO:00160726BreastPrecancerrRNA metabolic process36/1080236/187238.59e-084.84e-0636
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:00004703BreastPrecancermaturation of LSU-rRNA7/108028/187238.46e-049.82e-037
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:004227314BreastIDCribosomal large subunit biogenesis22/143472/187231.04e-087.67e-0722
GO:004225414BreastIDCribosome biogenesis52/1434299/187231.90e-081.32e-0652
GO:000636414BreastIDCrRNA processing35/1434225/187234.59e-051.03e-0335
GO:001607214BreastIDCrRNA metabolic process36/1434236/187235.48e-051.17e-0336
GO:000047012BreastIDCmaturation of LSU-rRNA7/143428/187234.31e-033.35e-027
GO:000218124BreastDCIScytoplasmic translation82/1390148/187232.21e-531.25e-4982
GO:002261324BreastDCISribonucleoprotein complex biogenesis83/1390463/187233.65e-141.09e-1183
GO:004227324BreastDCISribosomal large subunit biogenesis22/139072/187235.88e-094.82e-0722
GO:004225423BreastDCISribosome biogenesis52/1390299/187236.73e-095.44e-0752
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051718ColorectumFAPCoronavirus disease - COVID-1978/1404232/84659.94e-111.11e-086.73e-0978
hsa030108ColorectumFAPRibosome59/1404167/84652.38e-091.32e-078.05e-0859
hsa051719ColorectumFAPCoronavirus disease - COVID-1978/1404232/84659.94e-111.11e-086.73e-0978
hsa030109ColorectumFAPRibosome59/1404167/84652.38e-091.32e-078.05e-0859
hsa0301010ColorectumCRCRibosome60/1091167/84651.43e-142.78e-121.88e-1260
hsa0517110ColorectumCRCCoronavirus disease - COVID-1974/1091232/84651.66e-142.78e-121.88e-1274
hsa0301011ColorectumCRCRibosome60/1091167/84651.43e-142.78e-121.88e-1260
hsa0517111ColorectumCRCCoronavirus disease - COVID-1974/1091232/84651.66e-142.78e-121.88e-1274
hsa0301026EndometriumAEHRibosome89/1197167/84651.88e-336.09e-314.46e-3189
hsa0517126EndometriumAEHCoronavirus disease - COVID-1999/1197232/84655.19e-273.37e-252.47e-2599
hsa03010112EndometriumAEHRibosome89/1197167/84651.88e-336.09e-314.46e-3189
hsa05171112EndometriumAEHCoronavirus disease - COVID-1999/1197232/84655.19e-273.37e-252.47e-2599
hsa0301027EndometriumEECRibosome89/1237167/84652.55e-328.39e-306.26e-3089
hsa0517127EndometriumEECCoronavirus disease - COVID-1999/1237232/84657.43e-264.89e-243.65e-2499
hsa0301036EndometriumEECRibosome89/1237167/84652.55e-328.39e-306.26e-3089
hsa0517136EndometriumEECCoronavirus disease - COVID-1999/1237232/84657.43e-264.89e-243.65e-2499
hsa0301039EsophagusHGINRibosome108/1383167/84651.44e-454.71e-433.74e-43108
hsa0517139EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa03010115EsophagusHGINRibosome108/1383167/84651.44e-454.71e-433.74e-43108
hsa05171115EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
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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
RPL7SNVMissense_Mutationnovelc.11N>Gp.Val4Glyp.V4GP18124protein_codingtolerated(0.07)benign(0.003)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RPL7insertionFrame_Shift_Insnovelc.273_274insCCATTTAGGGCAAAGCTTATGTGCATTCAGCAGCTTAGAGp.Val92ProfsTer53p.V92Pfs*53P18124protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RPL7SNVMissense_Mutationnovelc.133N>Ap.Ala45Thrp.A45TP18124protein_codingtolerated(0.13)benign(0.082)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPL7SNVMissense_Mutationnovelc.668N>Gp.Lys223Argp.K223RP18124protein_codingdeleterious(0.02)benign(0.157)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
RPL7SNVMissense_Mutationc.469N>Tp.Arg157Cysp.R157CP18124protein_codingtolerated(0.09)benign(0.068)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RPL7SNVMissense_Mutationc.65N>Ap.Arg22Glnp.R22QP18124protein_codingtolerated(0.26)benign(0.202)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RPL7SNVMissense_Mutationnovelc.118N>Cp.Lys40Glnp.K40QP18124protein_codingtolerated(0.06)possibly_damaging(0.457)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RPL7SNVMissense_Mutationnovelc.269C>Tp.Ala90Valp.A90VP18124protein_codingtolerated(0.16)benign(0.044)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RPL7SNVMissense_Mutationc.128N>Ap.Arg43Glnp.R43QP18124protein_codingtolerated(0.39)benign(0.025)TCGA-AG-3742-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RPL7SNVMissense_Mutationnovelc.698C>Tp.Ala233Valp.A233VP18124protein_codingtolerated(0.24)benign(0.178)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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