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: RFTN1

Gene summary for RFTN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RFTN1

Gene ID

23180

Gene nameraftlin, lipid raft linker 1
Gene AliasMIG2
Cytomap3p24.3
Gene Typeprotein-coding
GO ID

GO:0001765

UniProtAcc

Q14699


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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
23180RFTN1HCC1_MengHumanLiverHCC5.82e-09-2.59e-020.0246
23180RFTN1HCC1HumanLiverHCC9.29e-073.97e+000.5336
23180RFTN1HCC2HumanLiverHCC1.65e-174.58e+000.5341
23180RFTN1Pt13.bHumanLiverHCC2.70e-021.27e-010.0251
23180RFTN1S027HumanLiverHCC7.12e-044.45e-010.2446
23180RFTN1S028HumanLiverHCC2.32e-096.79e-010.2503
23180RFTN1S029HumanLiverHCC6.00e-074.18e-010.2581
23180RFTN1EOLP-1HumanOral cavityEOLP2.23e-358.70e-01-0.0202
23180RFTN1EOLP-2HumanOral cavityEOLP3.27e-094.87e-01-0.0203
23180RFTN1NEOLP-1HumanOral cavityNEOLP8.71e-175.46e-01-0.0194
23180RFTN1NEOLP-2HumanOral cavityNEOLP2.57e-033.23e-01-0.0196
23180RFTN1NEOLP-3HumanOral cavityNEOLP1.87e-124.69e-01-0.0191
23180RFTN1male-WTAHumanThyroidPTC1.51e-181.69e-010.1037
23180RFTN1PTC01HumanThyroidPTC5.99e-081.30e-010.1899
23180RFTN1PTC04HumanThyroidPTC1.68e-101.19e-010.1927
23180RFTN1PTC05HumanThyroidPTC8.85e-104.63e-010.2065
23180RFTN1PTC06HumanThyroidPTC4.94e-225.18e-010.2057
23180RFTN1PTC07HumanThyroidPTC7.02e-233.65e-010.2044
23180RFTN1ATC11HumanThyroidATC1.63e-063.83e-010.3386
23180RFTN1ATC12HumanThyroidATC1.24e-031.10e-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
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:000640321LiverHCCRNA localization151/7958201/187233.72e-215.89e-19151
GO:005123621LiverHCCestablishment of RNA localization121/7958166/187231.61e-151.19e-13121
GO:005065711LiverHCCnucleic acid transport118/7958163/187238.30e-155.60e-13118
GO:005065811LiverHCCRNA transport118/7958163/187238.30e-155.60e-13118
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:001988212LiverHCCantigen processing and presentation65/7958106/187237.06e-056.37e-0465
GO:004409111LiverHCCmembrane biogenesis37/795855/187231.79e-041.41e-0337
GO:007170911LiverHCCmembrane assembly34/795850/187232.38e-041.79e-0334
GO:0002224LiverHCCtoll-like receptor signaling pathway67/7958121/187232.87e-031.34e-0267
GO:00315791LiverHCCmembrane raft organization17/795825/187238.94e-033.45e-0217
GO:00017651LiverHCCmembrane raft assembly9/795811/187239.51e-033.60e-029
GO:004592711LiverHCCpositive regulation of growth128/7958259/187231.41e-024.99e-02128
GO:000276413Oral cavityEOLPimmune response-regulating signaling pathway108/2218468/187234.04e-127.34e-10108
GO:000640323Oral cavityEOLPRNA localization57/2218201/187231.62e-101.68e-0857
GO:001988224Oral cavityEOLPantigen processing and presentation36/2218106/187231.96e-091.26e-0736
GO:001593121Oral cavityEOLPnucleobase-containing compound transport58/2218222/187233.44e-092.10e-0758
GO:005065721Oral cavityEOLPnucleic acid transport47/2218163/187233.53e-092.12e-0747
GO:005065821Oral cavityEOLPRNA transport47/2218163/187233.53e-092.12e-0747
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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
RFTN1SNVMissense_Mutationc.379G>Cp.Asp127Hisp.D127HQ14699protein_codingdeleterious(0)possibly_damaging(0.824)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RFTN1SNVMissense_Mutationc.749N>Tp.Ser250Leup.S250LQ14699protein_codingtolerated(0.26)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RFTN1insertionNonsense_Mutationnovelc.284_285insAGAATGATGTp.Pro96GlufsTer2p.P96Efs*2Q14699protein_codingTCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
RFTN1insertionFrame_Shift_Insnovelc.283_284insAGCATATGCCp.Thr95LysfsTer11p.T95Kfs*11Q14699protein_codingTCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
RFTN1SNVMissense_Mutationrs758444396c.650G>Ap.Arg217Lysp.R217KQ14699protein_codingtolerated(0.91)benign(0)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RFTN1SNVMissense_Mutationrs368097786c.530N>Tp.Pro177Leup.P177LQ14699protein_codingtolerated(0.82)benign(0)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
RFTN1SNVMissense_Mutationnovelc.1073N>Gp.Ala358Glyp.A358GQ14699protein_codingtolerated(0.47)possibly_damaging(0.552)TCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
RFTN1SNVMissense_Mutationnovelc.1072N>Tp.Ala358Serp.A358SQ14699protein_codingtolerated(0.77)possibly_damaging(0.579)TCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
RFTN1SNVMissense_Mutationrs781778331c.241N>Ap.Ala81Thrp.A81TQ14699protein_codingtolerated(0.16)benign(0.207)TCGA-AA-3660-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RFTN1SNVMissense_Mutationnovelc.143N>Tp.Ala48Valp.A48VQ14699protein_codingtolerated(0.28)possibly_damaging(0.544)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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