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: RTF2

Gene summary for RTF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTF2

Gene ID

51507

Gene namereplication termination factor 2
Gene AliasC20orf43
Cytomap20q13.31
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A0A0MQR2


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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
51507RTF2GSM4909282HumanBreastIDC2.16e-053.63e-01-0.0288
51507RTF2GSM4909285HumanBreastIDC1.03e-062.22e-010.21
51507RTF2GSM4909286HumanBreastIDC4.25e-092.59e-010.1081
51507RTF2GSM4909293HumanBreastIDC1.54e-042.50e-010.1581
51507RTF2GSM4909295HumanBreastIDC1.94e-074.23e-010.0898
51507RTF2GSM4909298HumanBreastIDC2.93e-062.70e-010.1551
51507RTF2GSM4909301HumanBreastIDC8.96e-033.31e-010.1577
51507RTF2GSM4909304HumanBreastIDC2.77e-083.32e-010.1636
51507RTF2GSM4909305HumanBreastIDC6.02e-083.47e-010.0436
51507RTF2GSM4909306HumanBreastIDC7.39e-032.15e-010.1564
51507RTF2GSM4909308HumanBreastIDC8.60e-082.55e-010.158
51507RTF2GSM4909311HumanBreastIDC2.53e-04-8.85e-030.1534
51507RTF2GSM4909317HumanBreastIDC2.99e-541.04e+000.1355
51507RTF2GSM4909318HumanBreastIDC3.43e-211.21e+000.2031
51507RTF2GSM4909319HumanBreastIDC6.22e-111.21e-010.1563
51507RTF2GSM4909321HumanBreastIDC2.03e-021.61e-010.1559
51507RTF2brca1HumanBreastPrecancer1.77e-06-1.73e-01-0.0338
51507RTF2brca2HumanBreastPrecancer3.66e-05-1.73e-01-0.024
51507RTF2brca3HumanBreastPrecancer7.79e-05-1.73e-01-0.0263
51507RTF2M2HumanBreastIDC4.67e-024.08e-010.21
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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
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
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:00712418BreastPrecancercellular response to inorganic substance26/1080226/187236.23e-047.78e-0326
GO:007124113BreastIDCcellular response to inorganic substance29/1434226/187234.28e-033.34e-0229
GO:007124123BreastDCIScellular response to inorganic substance29/1390226/187232.75e-032.41e-0229
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:007124117EsophagusESCCcellular response to inorganic substance125/8552226/187232.17e-039.67e-03125
GO:1902969EsophagusESCCmitotic DNA replication11/855214/187231.30e-024.27e-0211
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:007124112LiverHCCcellular response to inorganic substance119/7958226/187231.26e-036.92e-03119
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
GO:0071241110ThyroidPTCcellular response to inorganic substance92/5968226/187233.01e-031.49e-0292
GO:000626013ThyroidATCDNA replication124/6293260/187231.58e-061.93e-05124
GO:007124124ThyroidATCcellular response to inorganic substance98/6293226/187231.35e-037.02e-0398
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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
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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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