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: RICTOR

Gene summary for RICTOR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RICTOR

Gene ID

253260

Gene nameRPTOR independent companion of MTOR complex 2
Gene AliasAVO3
Cytomap5p13.1
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q6R327


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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
253260RICTORCA_HPV_1HumanCervixCC2.48e-031.49e-010.0264
253260RICTORCCI_1HumanCervixCC8.38e-091.14e+000.528
253260RICTORCCI_2HumanCervixCC1.35e-081.12e+000.5249
253260RICTORCCI_3HumanCervixCC1.50e-201.40e+000.516
253260RICTORsample3HumanCervixCC8.26e-123.32e-010.1387
253260RICTORT3HumanCervixCC3.80e-103.24e-010.1389
253260RICTORHTA11_3410_2000001011HumanColorectumAD2.45e-15-6.11e-010.0155
253260RICTORHTA11_3361_2000001011HumanColorectumAD3.63e-07-5.63e-01-0.1207
253260RICTORHTA11_696_2000001011HumanColorectumAD7.53e-13-3.94e-01-0.1464
253260RICTORHTA11_866_2000001011HumanColorectumAD2.70e-02-2.96e-01-0.1001
253260RICTORHTA11_546_2000001011HumanColorectumAD3.73e-02-4.18e-01-0.0842
253260RICTORHTA11_7862_2000001011HumanColorectumAD1.34e-02-5.30e-01-0.0179
253260RICTORHTA11_866_3004761011HumanColorectumAD3.26e-10-4.67e-010.096
253260RICTORHTA11_7696_3000711011HumanColorectumAD1.99e-05-4.33e-010.0674
253260RICTORHTA11_99999974143_84620HumanColorectumMSS7.06e-23-5.55e-010.3005
253260RICTORF007HumanColorectumFAP1.81e-05-4.34e-010.1176
253260RICTORA002-C-010HumanColorectumFAP2.41e-04-1.91e-010.242
253260RICTORA001-C-207HumanColorectumFAP1.09e-04-2.45e-010.1278
253260RICTORA015-C-203HumanColorectumFAP8.87e-28-3.88e-01-0.1294
253260RICTORA015-C-204HumanColorectumFAP3.91e-04-2.55e-01-0.0228
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:003227123LungAAHregulation of protein polymerization17/613233/187231.79e-034.22e-0217
GO:003133422LungAAHpositive regulation of protein-containing complex assembly17/613237/187232.15e-034.66e-0217
GO:000815423LungAAHactin polymerization or depolymerization16/613218/187232.27e-034.84e-0216
GO:003001031LungMIACestablishment of cell polarity27/967143/187234.16e-094.27e-0627
GO:000716332LungMIACestablishment or maintenance of cell polarity34/967218/187237.70e-094.94e-0634
GO:000701533LungMIACactin filament organization50/967442/187231.64e-073.81e-0550
GO:004308721LungMIACregulation of GTPase activity41/967348/187237.39e-071.08e-0441
GO:001810521LungMIACpeptidyl-serine phosphorylation37/967315/187232.73e-063.12e-0437
GO:005125823LungMIACprotein polymerization35/967297/187234.69e-064.81e-0435
GO:190290333LungMIACregulation of supramolecular fiber organization41/967383/187238.33e-067.24e-0441
GO:003227132LungMIACregulation of protein polymerization29/967233/187231.06e-058.86e-0429
GO:004325423LungMIACregulation of protein-containing complex assembly44/967428/187231.11e-059.00e-0444
GO:001820921LungMIACpeptidyl-serine modification37/967338/187231.38e-059.86e-0437
GO:011005332LungMIACregulation of actin filament organization32/967278/187231.91e-051.27e-0332
GO:003297032LungMIACregulation of actin filament-based process41/967397/187231.96e-051.28e-0341
GO:003287831LungMIACregulation of establishment or maintenance of cell polarity8/96725/187232.42e-051.53e-038
GO:003153231LungMIACactin cytoskeleton reorganization17/967107/187233.31e-051.91e-0317
GO:003133432LungMIACpositive regulation of protein-containing complex assembly28/967237/187233.91e-052.08e-0328
GO:003295632LungMIACregulation of actin cytoskeleton organization37/967358/187234.85e-052.49e-0337
GO:200011431LungMIACregulation of establishment of cell polarity7/96722/187238.25e-053.75e-037
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415021Oral cavityEOLPmTOR signaling pathway34/1218156/84657.59e-032.17e-021.28e-0234
hsa041503Oral cavityEOLPmTOR signaling pathway34/1218156/84657.59e-032.17e-021.28e-0234
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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
RICTORSNVMissense_Mutationnovelc.4426C>Tp.Pro1476Serp.P1476SQ6R327protein_codingtolerated(0.23)benign(0.031)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RICTORSNVMissense_Mutationnovelc.1259N>Tp.Ser420Leup.S420LQ6R327protein_codingdeleterious(0.04)benign(0.055)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
RICTORSNVMissense_Mutationc.2270N>Tp.Thr757Ilep.T757IQ6R327protein_codingdeleterious(0)possibly_damaging(0.506)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
RICTORSNVMissense_Mutationc.4292N>Tp.Ser1431Phep.S1431FQ6R327protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RICTORSNVMissense_Mutationnovelc.604N>Tp.Val202Leup.V202LQ6R327protein_codingtolerated(0.1)benign(0.028)TCGA-AC-A3EH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RICTORSNVMissense_Mutationc.545N>Cp.Arg182Thrp.R182TQ6R327protein_codingdeleterious(0)probably_damaging(0.985)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RICTORSNVMissense_Mutationc.3665N>Tp.Thr1222Ilep.T1222IQ6R327protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RICTORSNVMissense_Mutationrs778788008c.301G>Ap.Ala101Thrp.A101TQ6R327protein_codingtolerated(0.07)probably_damaging(0.993)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
RICTORSNVMissense_Mutationc.4882N>Ap.Asp1628Asnp.D1628NQ6R327protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RICTORSNVMissense_Mutationc.2425N>Tp.Leu809Phep.L809FQ6R327protein_codingdeleterious(0.01)possibly_damaging(0.747)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
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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
253260RICTORCLINICALLY ACTIONABLEinhibitorMLN0128SAPANISERTIB
253260RICTORCLINICALLY ACTIONABLEinhibitorOSI-027OSI-027
253260RICTORCLINICALLY ACTIONABLEinhibitorAZD8055AZD-8055
253260RICTORCLINICALLY ACTIONABLEVISTUSERTIBVISTUSERTIB28028034
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