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: C16orf58

Gene summary for C16ORF58

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C16orf58

Gene ID

64755

Gene nameRUS family member 1
Gene AliasC16orf58
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024QZE6


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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
64755C16orf58P49T-EHumanEsophagusESCC2.42e-095.68e-010.1768
64755C16orf58P52T-EHumanEsophagusESCC1.73e-213.81e-010.1555
64755C16orf58P54T-EHumanEsophagusESCC3.34e-122.30e-010.0975
64755C16orf58P56T-EHumanEsophagusESCC9.66e-077.19e-010.1613
64755C16orf58P57T-EHumanEsophagusESCC1.55e-203.97e-010.0926
64755C16orf58P61T-EHumanEsophagusESCC7.49e-265.29e-010.099
64755C16orf58P62T-EHumanEsophagusESCC2.31e-467.70e-010.1302
64755C16orf58P65T-EHumanEsophagusESCC2.98e-193.38e-010.0978
64755C16orf58P74T-EHumanEsophagusESCC2.62e-224.35e-010.1479
64755C16orf58P75T-EHumanEsophagusESCC5.66e-244.61e-010.1125
64755C16orf58P76T-EHumanEsophagusESCC2.02e-244.39e-010.1207
64755C16orf58P79T-EHumanEsophagusESCC1.64e-173.96e-010.1154
64755C16orf58P80T-EHumanEsophagusESCC2.15e-215.04e-010.155
64755C16orf58P82T-EHumanEsophagusESCC8.35e-095.26e-010.1072
64755C16orf58P83T-EHumanEsophagusESCC1.29e-287.56e-010.1738
64755C16orf58P84T-EHumanEsophagusESCC2.58e-053.14e-010.0933
64755C16orf58P89T-EHumanEsophagusESCC1.47e-138.58e-010.1752
64755C16orf58P91T-EHumanEsophagusESCC1.03e-161.20e+000.1828
64755C16orf58P104T-EHumanEsophagusESCC3.45e-074.82e-010.0931
64755C16orf58P107T-EHumanEsophagusESCC1.20e-275.39e-010.171
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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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
C16orf58insertionNonsense_Mutationnovelc.318_319insATACCTTAAAGGCAGTTTTATACAGTATTTp.Leu106_Ser107insIleProTerArgGlnPheTyrThrValPhep.L106_S107insIP*RQFYTVFQ96GQ5protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
C16orf58insertionFrame_Shift_Insnovelc.1117_1118insTTCTTGGGCCTGGTGCAGAGGCTCACACCTATp.Ala373ValfsTer18p.A373Vfs*18Q96GQ5protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
C16orf58SNVMissense_Mutationc.574N>Tp.Thr192Serp.T192SQ96GQ5protein_codingdeleterious(0)benign(0.334)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
C16orf58SNVMissense_Mutationnovelc.799N>Ap.Leu267Ilep.L267IQ96GQ5protein_codingdeleterious(0.03)possibly_damaging(0.491)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
C16orf58SNVMissense_Mutationnovelc.144N>Ap.Phe48Leup.F48LQ96GQ5protein_codingtolerated(0.13)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
C16orf58SNVMissense_Mutationc.1287N>Tp.Met429Ilep.M429IQ96GQ5protein_codingdeleterious(0.04)benign(0)TCGA-AY-4071-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
C16orf58SNVMissense_Mutationc.548C>Ap.Pro183Hisp.P183HQ96GQ5protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
C16orf58SNVMissense_Mutationnovelc.992N>Cp.Val331Alap.V331AQ96GQ5protein_codingtolerated(0.2)benign(0.003)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
C16orf58SNVMissense_Mutationnovelc.436N>Tp.Arg146Cysp.R146CQ96GQ5protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
C16orf58SNVMissense_Mutationrs150175927c.1220N>Ap.Arg407Glnp.R407QQ96GQ5protein_codingtolerated(0.62)benign(0)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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