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: NFS1

Gene summary for NFS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFS1

Gene ID

9054

Gene nameNFS1 cysteine desulfurase
Gene AliasCOXPD52
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q53FP3


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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
9054NFS1P130T-EHumanEsophagusESCC1.44e-661.36e+000.1676
9054NFS1HCC1_MengHumanLiverHCC6.34e-581.25e-010.0246
9054NFS1HCC2_MengHumanLiverHCC5.64e-104.82e-020.0107
9054NFS1cirrhotic2HumanLiverCirrhotic1.25e-051.20e-010.0201
9054NFS1HCC1HumanLiverHCC1.76e-031.75e+000.5336
9054NFS1S014HumanLiverHCC2.32e-165.77e-010.2254
9054NFS1S015HumanLiverHCC2.59e-186.68e-010.2375
9054NFS1S016HumanLiverHCC1.17e-256.56e-010.2243
9054NFS1S028HumanLiverHCC6.77e-063.49e-010.2503
9054NFS1S029HumanLiverHCC2.90e-115.09e-010.2581
9054NFS1C04HumanOral cavityOSCC9.87e-198.17e-010.2633
9054NFS1C21HumanOral cavityOSCC7.90e-318.31e-010.2678
9054NFS1C30HumanOral cavityOSCC1.53e-341.08e+000.3055
9054NFS1C43HumanOral cavityOSCC4.71e-243.92e-010.1704
9054NFS1C46HumanOral cavityOSCC2.18e-052.27e-010.1673
9054NFS1C51HumanOral cavityOSCC1.75e-063.61e-010.2674
9054NFS1C57HumanOral cavityOSCC3.32e-114.25e-010.1679
9054NFS1C07HumanOral cavityOSCC1.32e-034.27e-010.2491
9054NFS1C08HumanOral cavityOSCC1.22e-204.14e-010.1919
9054NFS1LN22HumanOral cavityOSCC2.36e-078.68e-010.1733
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:001622611EsophagusESCCiron-sulfur cluster assembly21/855226/187232.69e-041.63e-0321
GO:003116311EsophagusESCCmetallo-sulfur cluster assembly21/855226/187232.69e-041.63e-0321
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:0016226LiverHCCiron-sulfur cluster assembly18/795826/187235.37e-032.24e-0218
GO:0031163LiverHCCmetallo-sulfur cluster assembly18/795826/187235.37e-032.24e-0218
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:00162262Oral cavityOSCCiron-sulfur cluster assembly19/730526/187234.46e-042.70e-0319
GO:00311632Oral cavityOSCCmetallo-sulfur cluster assembly19/730526/187234.46e-042.70e-0319
GO:00162261Oral cavityLPiron-sulfur cluster assembly15/462326/187233.34e-043.34e-0315
GO:00311631Oral cavityLPmetallo-sulfur cluster assembly15/462326/187233.34e-043.34e-0315
GO:000679012Oral cavityLPsulfur compound metabolic process106/4623339/187233.36e-032.25e-02106
GO:00162264SkincSCCiron-sulfur cluster assembly14/486426/187232.26e-031.32e-0214
GO:00311634SkincSCCmetallo-sulfur cluster assembly14/486426/187232.26e-031.32e-0214
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
NFS1SNVMissense_Mutationc.553N>Tp.Asp185Tyrp.D185YQ9Y697protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
NFS1insertionFrame_Shift_Insnovelc.1325_1326insAGAGGp.Met442IlefsTer24p.M442Ifs*24Q9Y697protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NFS1insertionNonsense_Mutationnovelc.1324_1325insCAGACTGAATGGACAGTTTCTp.Met442delinsThrAspTerMetAspSerPheLeup.M442delinsTD*MDSFLQ9Y697protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NFS1insertionFrame_Shift_Insnovelc.429_430insACTTGTTTCTTTTTCTTTTTTTTGAGATGGAGTCTCACTCTTTTGCCp.Ser144ThrfsTer22p.S144Tfs*22Q9Y697protein_codingTCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NFS1SNVMissense_Mutationc.1234N>Tp.Arg412Cysp.R412CQ9Y697protein_codingdeleterious(0)probably_damaging(0.986)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NFS1SNVMissense_Mutationnovelc.680N>Cp.Val227Alap.V227AQ9Y697protein_codingdeleterious(0.03)possibly_damaging(0.73)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NFS1SNVMissense_Mutationrs148047173c.824N>Ap.Arg275Hisp.R275HQ9Y697protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
NFS1SNVMissense_Mutationc.644N>Ap.Ile215Asnp.I215NQ9Y697protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NFS1SNVMissense_Mutationnovelc.470N>Cp.Lys157Thrp.K157TQ9Y697protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NFS1SNVMissense_Mutationc.705N>Tp.Gln235Hisp.Q235HQ9Y697protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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