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: SFTPC

Gene summary for SFTPC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SFTPC

Gene ID

6440

Gene namesurfactant protein C
Gene AliasBRICD6
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0007585

UniProtAcc

A0A0A0MTC9


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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
6440SFTPCTD9HumanLungIAC1.81e-16-2.04e+000.088
6440SFTPCRNA-P10T1-P10T1-1HumanLungAIS4.09e-08-5.97e-01-0.0764
6440SFTPCRNA-P10T1-P10T1-2HumanLungAIS1.78e-04-5.56e-01-0.1028
6440SFTPCRNA-P10T2-P10T2-1HumanLungAAH3.61e-04-2.42e-01-0.1271
6440SFTPCRNA-P10T2-P10T2-2HumanLungAAH2.73e-05-2.70e-01-0.1406
6440SFTPCRNA-P10T2-P10T2-3HumanLungAAH1.07e-03-2.88e-01-0.1408
6440SFTPCRNA-P10T2-P10T2-4HumanLungAAH6.13e-05-2.73e-01-0.138
6440SFTPCRNA-P17T-P17T-2HumanLungIAC1.36e-17-2.89e+000.3371
6440SFTPCRNA-P17T-P17T-4HumanLungIAC3.02e-27-2.81e+000.343
6440SFTPCRNA-P17T-P17T-6HumanLungIAC1.86e-16-2.89e+000.3385
6440SFTPCRNA-P17T-P17T-8HumanLungIAC8.17e-20-2.89e+000.3329
6440SFTPCRNA-P18T-P18T-2HumanLungIAC1.51e-17-2.64e+000.1129
6440SFTPCRNA-P18T-P18T-4HumanLungIAC4.05e-10-2.38e+000.1024
6440SFTPCRNA-P18T-P18T-6HumanLungIAC3.91e-17-2.26e+000.0856
6440SFTPCRNA-P18T-P18T-8HumanLungIAC3.98e-16-2.61e+000.1151
6440SFTPCRNA-P23T2-P23T2-1HumanLungMIAC7.75e-16-1.48e+00-0.037
6440SFTPCRNA-P23T2-P23T2-2HumanLungMIAC1.16e-17-2.27e+00-0.028
6440SFTPCRNA-P23T2-P23T2-4HumanLungMIAC6.78e-13-2.44e+00-0.0272
6440SFTPCRNA-P24T2-P24T2-2HumanLungIAC1.02e-11-2.89e+000.0057
6440SFTPCRNA-P25T1-P25T1-1HumanLungAIS3.94e-02-1.80e-01-0.2116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:0007585LungIACrespiratory gaseous exchange by respiratory system18/206168/187232.99e-044.82e-0318
GO:00075851LungAISrespiratory gaseous exchange by respiratory system15/184968/187232.24e-032.38e-0215
GO:00075852LungAAHrespiratory gaseous exchange by respiratory system8/61368/187231.65e-034.01e-028
GO:00075853LungMIACrespiratory gaseous exchange by respiratory system11/96768/187236.76e-041.59e-0211
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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
SFTPCSNVMissense_Mutationnovelc.466N>Ap.Val156Metp.V156MP11686protein_codingtolerated(0.44)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SFTPCSNVMissense_Mutationrs75902455c.68N>Ap.Arg23Glnp.R23QP11686protein_codingtolerated_low_confidence(0.24)benign(0.08)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SFTPCSNVMissense_Mutationc.350N>Gp.Pro117Argp.P117RP11686protein_codingtolerated(0.77)probably_damaging(0.956)TCGA-G4-6314-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
SFTPCSNVMissense_Mutationc.224N>Tp.Ala75Valp.A75VP11686protein_codingdeleterious(0)possibly_damaging(0.616)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SFTPCSNVMissense_Mutationrs199854076c.103C>Tp.Arg35Cysp.R35CP11686protein_codingtolerated(0.15)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SFTPCSNVMissense_Mutationnovelc.401T>Gp.Leu134Argp.L134RP11686protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SFTPCSNVMissense_Mutationnovelc.40N>Tp.Pro14Serp.P14SP11686protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AJ-A3NE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SFTPCSNVMissense_Mutationc.502N>Tp.Asp168Tyrp.D168YP11686protein_codingdeleterious(0.01)benign(0.381)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SFTPCSNVMissense_Mutationrs777139008c.77N>Cp.Ile26Thrp.I26TP11686protein_codingdeleterious(0)probably_damaging(0.976)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
SFTPCdeletionFrame_Shift_Delnovelc.362_405delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Tyr122SerfsTer3p.Y122Sfs*3P11686protein_codingTCGA-UB-A7MB-01Liverliver hepatocellular carcinomaMale<65I/IITargeted Molecular therapysorafenibPD
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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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