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: RPS27L

Gene summary for RPS27L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS27L

Gene ID

51065

Gene nameribosomal protein S27 like
Gene AliasRPS27L
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0000028

UniProtAcc

Q71UM5


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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
51065RPS27LGSM4909282HumanBreastIDC2.41e-375.31e-01-0.0288
51065RPS27LGSM4909285HumanBreastIDC1.07e-04-3.16e-010.21
51065RPS27LGSM4909286HumanBreastIDC2.02e-15-4.58e-010.1081
51065RPS27LGSM4909288HumanBreastIDC6.50e-03-3.60e-010.0988
51065RPS27LGSM4909293HumanBreastIDC2.70e-05-4.18e-010.1581
51065RPS27LGSM4909294HumanBreastIDC5.89e-06-3.11e-010.2022
51065RPS27LGSM4909296HumanBreastIDC4.46e-11-1.36e-010.1524
51065RPS27LGSM4909297HumanBreastIDC1.26e-28-4.87e-020.1517
51065RPS27LGSM4909299HumanBreastIDC2.51e-174.03e-010.035
51065RPS27LGSM4909301HumanBreastIDC8.22e-133.19e-010.1577
51065RPS27LGSM4909302HumanBreastIDC5.61e-072.18e-010.1545
51065RPS27LGSM4909303HumanBreastIDC1.89e-043.52e-010.0438
51065RPS27LGSM4909307HumanBreastIDC3.29e-516.33e-010.1569
51065RPS27LGSM4909308HumanBreastIDC2.07e-587.12e-010.158
51065RPS27LGSM4909309HumanBreastIDC1.25e-031.45e-010.0483
51065RPS27LGSM4909311HumanBreastIDC9.17e-47-2.01e-010.1534
51065RPS27LGSM4909312HumanBreastIDC1.56e-11-2.72e-020.1552
51065RPS27LGSM4909313HumanBreastIDC1.77e-032.54e-020.0391
51065RPS27LGSM4909315HumanBreastIDC1.04e-09-4.62e-010.21
51065RPS27LGSM4909319HumanBreastIDC8.85e-663.13e-020.1563
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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:00459307ThyroidPTCnegative regulation of mitotic cell cycle105/5968235/187232.41e-052.39e-04105
GO:19019917ThyroidPTCnegative regulation of mitotic cell cycle phase transition83/5968179/187233.34e-053.17e-0483
GO:0052548113ThyroidPTCregulation of endopeptidase activity174/5968432/187231.20e-049.55e-04174
GO:0030330112ThyroidPTCDNA damage response, signal transduction by p53 class mediator38/596872/187231.85e-041.40e-0338
GO:200004515ThyroidPTCregulation of G1/S transition of mitotic cell cycle66/5968142/187231.86e-041.41e-0366
GO:19028067ThyroidPTCregulation of cell cycle G1/S phase transition76/5968168/187231.87e-041.41e-0376
GO:0010950113ThyroidPTCpositive regulation of endopeptidase activity80/5968179/187232.09e-041.55e-0380
GO:0000028113ThyroidPTCribosomal small subunit assembly14/596819/187232.23e-041.63e-0314
GO:00109486ThyroidPTCnegative regulation of cell cycle process122/5968294/187232.94e-042.08e-03122
GO:19019885ThyroidPTCnegative regulation of cell cycle phase transition104/5968249/187236.01e-043.82e-03104
GO:00427723ThyroidPTCDNA damage response, signal transduction resulting in transcription12/596817/187231.20e-036.89e-0312
GO:00070936ThyroidPTCmitotic cell cycle checkpoint58/5968129/187231.22e-036.97e-0358
GO:0043280112ThyroidPTCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process58/5968129/187231.22e-036.97e-0358
GO:00000756ThyroidPTCcell cycle checkpoint72/5968169/187232.09e-031.11e-0272
GO:2001056111ThyroidPTCpositive regulation of cysteine-type endopeptidase activity64/5968148/187232.33e-031.23e-0264
GO:00069783ThyroidPTCDNA damage response, signal transduction by p53 class mediator resulting in transcription of p21 class mediator11/596816/187232.70e-031.36e-0211
GO:00069198ThyroidPTCactivation of cysteine-type endopeptidase activity involved in apoptotic process37/596878/187232.91e-031.44e-0237
GO:20001345ThyroidPTCnegative regulation of G1/S transition of mitotic cell cycle39/596884/187233.66e-031.76e-0239
GO:00000777ThyroidPTCDNA damage checkpoint50/5968115/187235.79e-032.61e-0250
GO:00447736ThyroidPTCmitotic DNA damage checkpoint37/596881/187236.35e-032.79e-0237
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301018BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517118BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301019BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301024BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517124BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301034BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517134BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301044BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517144BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0301054BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517154BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0517120CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa0301020CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa05171110CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa03010110CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa0517145CervixN_HPVCoronavirus disease - COVID-1947/349232/84651.79e-204.86e-183.80e-1847
hsa0301045CervixN_HPVRibosome39/349167/84652.05e-192.79e-172.18e-1739
hsa0517155CervixN_HPVCoronavirus disease - COVID-1947/349232/84651.79e-204.86e-183.80e-1847
hsa0301055CervixN_HPVRibosome39/349167/84652.05e-192.79e-172.18e-1739
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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
RPS27LSNVMissense_Mutationc.70C>Ap.Leu24Ilep.L24IQ71UM5protein_codingdeleterious(0.02)possibly_damaging(0.569)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPS27LSNVMissense_Mutationc.163N>Ap.Leu55Ilep.L55IQ71UM5protein_codingtolerated(0.13)possibly_damaging(0.788)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RPS27LSNVMissense_Mutationnovelc.216A>Cp.Arg72Serp.R72SQ71UM5protein_codingdeleterious(0.01)possibly_damaging(0.571)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS27LSNVMissense_Mutationnovelc.63G>Tp.Lys21Asnp.K21NQ71UM5protein_codingtolerated(0.1)possibly_damaging(0.675)TCGA-EO-A3B0-01Endometriumuterine 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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