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: RCC1L

Gene summary for RCC1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCC1L

Gene ID

81554

Gene nameRCC1 like
Gene AliasWBSCR16
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

Q96I51


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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
81554RCC1LHCC2HumanLiverHCC4.96e-133.53e+000.5341
81554RCC1LS014HumanLiverHCC6.11e-267.27e-010.2254
81554RCC1LS015HumanLiverHCC3.69e-207.99e-010.2375
81554RCC1LS016HumanLiverHCC1.48e-226.11e-010.2243
81554RCC1LS027HumanLiverHCC8.24e-055.60e-010.2446
81554RCC1LS028HumanLiverHCC1.18e-166.13e-010.2503
81554RCC1LS029HumanLiverHCC4.45e-186.56e-010.2581
81554RCC1Lmale-WTAHumanThyroidPTC1.30e-077.72e-020.1037
81554RCC1LPTC01HumanThyroidPTC8.84e-061.83e-010.1899
81554RCC1LPTC04HumanThyroidPTC4.05e-121.82e-010.1927
81554RCC1LPTC05HumanThyroidPTC3.89e-195.96e-010.2065
81554RCC1LPTC06HumanThyroidPTC5.55e-264.98e-010.2057
81554RCC1LPTC07HumanThyroidPTC2.82e-194.00e-010.2044
81554RCC1LATC12HumanThyroidATC5.17e-122.52e-010.34
81554RCC1LATC13HumanThyroidATC5.14e-163.81e-010.34
81554RCC1LATC2HumanThyroidATC5.19e-106.77e-010.34
81554RCC1LATC4HumanThyroidATC3.49e-123.06e-010.34
81554RCC1LATC5HumanThyroidATC2.73e-174.22e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:004572712LiverHCCpositive regulation of translation97/7958136/187238.51e-123.55e-1097
GO:003425022LiverHCCpositive regulation of cellular amide metabolic process110/7958162/187235.14e-111.92e-09110
GO:000700612LiverHCCmitochondrial membrane organization80/7958116/187237.09e-091.81e-0780
GO:004828411LiverHCCorganelle fusion84/7958141/187233.13e-053.20e-0484
GO:0070129LiverHCCregulation of mitochondrial translation19/795824/187232.80e-042.02e-0319
GO:0062125LiverHCCregulation of mitochondrial gene expression21/795828/187234.94e-043.23e-0321
GO:00901741LiverHCCorganelle membrane fusion63/7958110/187231.24e-036.85e-0363
GO:0061025LiverHCCmembrane fusion88/7958163/187231.98e-031.00e-0288
GO:0070131LiverHCCpositive regulation of mitochondrial translation12/795815/187233.56e-031.59e-0212
GO:0006417113ThyroidPTCregulation of translation236/5968468/187232.70e-172.52e-15236
GO:0034250113ThyroidPTCpositive regulation of cellular amide metabolic process98/5968162/187235.26e-143.04e-1298
GO:0045727113ThyroidPTCpositive regulation of translation84/5968136/187236.52e-133.08e-1184
GO:000700624ThyroidPTCmitochondrial membrane organization68/5968116/187232.47e-096.88e-0868
GO:00482846ThyroidPTCorganelle fusion71/5968141/187233.68e-064.70e-0571
GO:00610256ThyroidPTCmembrane fusion77/5968163/187232.86e-052.78e-0477
GO:00901745ThyroidPTCorganelle membrane fusion55/5968110/187235.64e-054.99e-0455
GO:01400536ThyroidPTCmitochondrial gene expression51/5968108/187236.04e-043.83e-0351
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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
RCC1LSNVMissense_Mutationnovelc.526N>Tp.Val176Leup.V176LQ96I51protein_codingdeleterious(0.04)benign(0.331)TCGA-A8-A099-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
RCC1LSNVMissense_Mutationnovelc.1222N>Tp.Ala408Serp.A408SQ96I51protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RCC1LSNVMissense_Mutationnovelc.1375N>Ap.Leu459Metp.L459MQ96I51protein_codingtolerated(0.15)benign(0.23)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCC1LSNVMissense_Mutationnovelc.874N>Ap.Gly292Serp.G292SQ96I51protein_codingtolerated(0.09)possibly_damaging(0.611)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
RCC1LSNVMissense_Mutationnovelc.737N>Tp.Thr246Metp.T246MQ96I51protein_codingdeleterious(0.03)probably_damaging(0.942)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCC1LSNVMissense_Mutationnovelc.706N>Ap.Ala236Thrp.A236TQ96I51protein_codingtolerated(0.24)benign(0.058)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCC1LinsertionIn_Frame_Insnovelc.570_571insCACTCTCTTGTGTTGACTp.His185_Thr190dupp.H185_T190dupQ96I51protein_codingTCGA-F4-6809-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
RCC1LSNVMissense_Mutationnovelc.548G>Ap.Arg183Glnp.R183QQ96I51protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RCC1LSNVMissense_Mutationnovelc.480N>Tp.Glu160Aspp.E160DQ96I51protein_codingdeleterious(0.02)probably_damaging(0.948)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RCC1LSNVMissense_Mutationrs372749501c.524N>Ap.Arg175Glnp.R175QQ96I51protein_codingtolerated(0.22)benign(0.033)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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