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: SFT2D1

Gene summary for SFT2D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SFT2D1

Gene ID

113402

Gene nameSFT2 domain containing 1
Gene AliasC6orf83
Cytomap6q27
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8WV19


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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
113402SFT2D1HTA11_347_2000001011HumanColorectumAD1.21e-033.15e-01-0.1954
113402SFT2D1HTA11_99999970781_79442HumanColorectumMSS1.44e-033.64e-010.294
113402SFT2D1HTA11_99999965104_69814HumanColorectumMSS5.44e-064.90e-010.281
113402SFT2D1A015-C-203HumanColorectumFAP1.57e-04-1.89e-01-0.1294
113402SFT2D1A002-C-201HumanColorectumFAP4.59e-02-1.06e-010.0324
113402SFT2D1A002-C-205HumanColorectumFAP1.69e-04-1.57e-01-0.1236
113402SFT2D1A015-C-006HumanColorectumFAP4.77e-03-2.13e-01-0.0994
113402SFT2D1A015-C-106HumanColorectumFAP1.39e-02-1.28e-01-0.0511
113402SFT2D1A002-C-114HumanColorectumFAP1.62e-03-1.78e-01-0.1561
113402SFT2D1A015-C-104HumanColorectumFAP1.55e-04-1.65e-01-0.1899
113402SFT2D1A001-C-014HumanColorectumFAP1.42e-02-1.68e-010.0135
113402SFT2D1A002-C-116HumanColorectumFAP2.29e-03-1.33e-01-0.0452
113402SFT2D1A018-E-020HumanColorectumFAP3.87e-03-1.32e-01-0.2034
113402SFT2D1LZE2THumanEsophagusESCC3.63e-064.76e-010.082
113402SFT2D1LZE4THumanEsophagusESCC1.41e-193.01e-010.0811
113402SFT2D1LZE5THumanEsophagusESCC6.59e-056.68e-010.0514
113402SFT2D1LZE7THumanEsophagusESCC4.29e-097.39e-010.0667
113402SFT2D1LZE8THumanEsophagusESCC3.52e-146.20e-010.067
113402SFT2D1LZE20THumanEsophagusESCC2.99e-093.32e-010.0662
113402SFT2D1LZE22D1HumanEsophagusHGIN4.04e-059.90e-020.0595
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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
SFT2D1SNVMissense_Mutationc.138N>Ap.Phe46Leup.F46LQ8WV19protein_codingtolerated(1)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SFT2D1SNVMissense_Mutationrs201063880c.133G>Ap.Val45Ilep.V45IQ8WV19protein_codingtolerated(1)benign(0.003)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SFT2D1SNVMissense_Mutationrs201063880c.133N>Ap.Val45Ilep.V45IQ8WV19protein_codingtolerated(1)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SFT2D1SNVMissense_Mutationnovelc.464N>Ap.Ser155Tyrp.S155YQ8WV19protein_codingdeleterious(0)possibly_damaging(0.876)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SFT2D1SNVMissense_Mutationrs769925855c.211N>Ap.Gly71Serp.G71SQ8WV19protein_codingdeleterious(0.02)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SFT2D1SNVMissense_Mutationnovelc.254N>Ap.Pro85Hisp.P85HQ8WV19protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A3G9-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
SFT2D1SNVMissense_Mutationnovelc.250N>Ap.Gly84Argp.G84RQ8WV19protein_codingdeleterious(0)probably_damaging(1)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SFT2D1SNVMissense_Mutationc.318N>Tp.Leu106Phep.L106FQ8WV19protein_codingtolerated(0.07)possibly_damaging(0.55)TCGA-97-7547-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapyvinorelbinePD
SFT2D1SNVMissense_Mutationnovelc.461G>Cp.Cys154Serp.C154SQ8WV19protein_codingdeleterious(0.04)benign(0.396)TCGA-MN-A4N5-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
SFT2D1SNVMissense_Mutationnovelc.378A>Tp.Leu126Phep.L126FQ8WV19protein_codingdeleterious(0.01)possibly_damaging(0.76)TCGA-BR-8361-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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