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: RSL1D1

Gene summary for RSL1D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RSL1D1

Gene ID

26156

Gene nameribosomal L1 domain containing 1
Gene AliasCSIG
Cytomap16p13.13
Gene Typeprotein-coding
GO ID

GO:0000470

UniProtAcc

O76021


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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
26156RSL1D1GSM4909285HumanBreastIDC3.11e-06-2.03e-010.21
26156RSL1D1GSM4909286HumanBreastIDC1.28e-11-2.65e-010.1081
26156RSL1D1GSM4909293HumanBreastIDC9.07e-09-2.78e-010.1581
26156RSL1D1GSM4909294HumanBreastIDC1.56e-20-4.93e-010.2022
26156RSL1D1GSM4909296HumanBreastIDC1.92e-25-5.06e-010.1524
26156RSL1D1GSM4909297HumanBreastIDC1.33e-32-5.13e-010.1517
26156RSL1D1GSM4909299HumanBreastIDC7.67e-05-2.55e-010.035
26156RSL1D1GSM4909301HumanBreastIDC3.71e-24-5.72e-010.1577
26156RSL1D1GSM4909302HumanBreastIDC9.22e-05-3.79e-010.1545
26156RSL1D1GSM4909304HumanBreastIDC6.06e-07-2.59e-010.1636
26156RSL1D1GSM4909307HumanBreastIDC2.69e-02-2.17e-010.1569
26156RSL1D1GSM4909309HumanBreastIDC1.68e-05-4.04e-010.0483
26156RSL1D1GSM4909311HumanBreastIDC1.32e-52-5.57e-010.1534
26156RSL1D1GSM4909312HumanBreastIDC5.62e-16-2.66e-010.1552
26156RSL1D1GSM4909313HumanBreastIDC3.85e-04-1.62e-010.0391
26156RSL1D1GSM4909315HumanBreastIDC3.65e-13-3.92e-010.21
26156RSL1D1GSM4909316HumanBreastIDC1.46e-05-5.10e-010.21
26156RSL1D1GSM4909319HumanBreastIDC2.39e-69-5.95e-010.1563
26156RSL1D1GSM4909320HumanBreastIDC8.34e-08-4.73e-010.1575
26156RSL1D1GSM4909321HumanBreastIDC1.05e-32-5.08e-010.1559
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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
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: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:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:00016496BreastPrecancerosteoblast differentiation27/1080229/187233.35e-044.73e-0327
GO:00004703BreastPrecancermaturation of LSU-rRNA7/108028/187238.46e-049.82e-037
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:00075694BreastPrecancercell aging17/1080132/187231.55e-031.59e-0217
GO:00903423BreastPrecancerregulation of cell aging10/108061/187232.40e-032.21e-0210
GO:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
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:000756813BreastIDCaging52/1434339/187231.14e-065.10e-0552
GO:000636414BreastIDCrRNA processing35/1434225/187234.59e-051.03e-0335
GO:001607214BreastIDCrRNA metabolic process36/1434236/187235.48e-051.17e-0336
GO:000164912BreastIDCosteoblast differentiation35/1434229/187236.64e-051.35e-0335
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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
RSL1D1SNVMissense_Mutationnovelc.806N>Cp.Ser269Thrp.S269TO76021protein_codingtolerated(0.19)benign(0.104)TCGA-AC-A2FM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RSL1D1SNVMissense_Mutationnovelc.1406C>Ap.Ser469Tyrp.S469YO76021protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RSL1D1SNVMissense_Mutationc.670N>Ap.Glu224Lysp.E224KO76021protein_codingtolerated(0.11)benign(0.206)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
RSL1D1SNVMissense_Mutationc.617N>Tp.Ser206Phep.S206FO76021protein_codingdeleterious(0)probably_damaging(0.987)TCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RSL1D1SNVMissense_Mutationrs780843348c.427N>Ap.Glu143Lysp.E143KO76021protein_codingdeleterious(0)probably_damaging(0.974)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
RSL1D1insertionFrame_Shift_Insnovelc.1350_1351insCCCAGCACTTTGGAACp.Ala451ProfsTer22p.A451Pfs*22O76021protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
RSL1D1insertionNonsense_Mutationnovelc.1307_1308insCCCTTGACCCTGGACATATTCCAAGACTCTTTTACATTATGTp.Glu436delinsAspProTerProTrpThrTyrSerLysThrLeuLeuHisTyrValp.E436delinsDP*PWTYSKTLLHYVO76021protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RSL1D1insertionFrame_Shift_Insnovelc.1187_1188insCAAAACTGAAAAAAAGAGAAAAAAAAAAACATCTAGCTCTp.Pro397LysfsTer15p.P397Kfs*15O76021protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
RSL1D1deletionFrame_Shift_Delc.964delGp.Ala322HisfsTer9p.A322Hfs*9O76021protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RSL1D1deletionFrame_Shift_Delnovelc.191delTp.Leu64TyrfsTer3p.L64Yfs*3O76021protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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