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: FNDC4

Gene summary for FNDC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FNDC4

Gene ID

64838

Gene namefibronectin type III domain containing 4
Gene AliasFRCP1
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q9H6D8


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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
64838FNDC4P2T-EHumanEsophagusESCC4.57e-081.28e-010.1177
64838FNDC4P10T-EHumanEsophagusESCC9.02e-111.92e-010.116
64838FNDC4P12T-EHumanEsophagusESCC2.54e-142.76e-010.1122
64838FNDC4P16T-EHumanEsophagusESCC5.93e-152.88e-010.1153
64838FNDC4P22T-EHumanEsophagusESCC2.55e-037.20e-020.1236
64838FNDC4P26T-EHumanEsophagusESCC4.04e-046.22e-020.1276
64838FNDC4P28T-EHumanEsophagusESCC1.15e-027.52e-020.1149
64838FNDC4P37T-EHumanEsophagusESCC1.94e-051.25e-010.1371
64838FNDC4P38T-EHumanEsophagusESCC3.98e-042.26e-010.127
64838FNDC4P49T-EHumanEsophagusESCC3.92e-066.89e-010.1768
64838FNDC4P56T-EHumanEsophagusESCC1.05e-065.94e-010.1613
64838FNDC4P74T-EHumanEsophagusESCC6.29e-051.41e-010.1479
64838FNDC4P76T-EHumanEsophagusESCC2.51e-031.00e-010.1207
64838FNDC4P130T-EHumanEsophagusESCC2.10e-471.03e+000.1676
64838FNDC4HCC1_MengHumanLiverHCC2.26e-03-6.81e-020.0246
64838FNDC4S027HumanLiverHCC2.14e-231.80e+000.2446
64838FNDC4S028HumanLiverHCC8.48e-401.69e+000.2503
64838FNDC4S029HumanLiverHCC6.05e-341.74e+000.2581
64838FNDC4male-WTAHumanThyroidPTC2.61e-101.63e-010.1037
64838FNDC4PTC01HumanThyroidPTC5.85e-061.65e-010.1899
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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
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:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:007155921LiverHCCresponse to transforming growth factor beta141/7958256/187233.08e-053.16e-04141
GO:007155919ThyroidPTCresponse to transforming growth factor beta131/5968256/187239.20e-113.17e-09131
GO:007155925ThyroidATCresponse to transforming growth factor beta142/6293256/187234.30e-131.94e-11142
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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
FNDC4SNVMissense_Mutationnovelc.448N>Gp.Ser150Glyp.S150GQ9H6D8protein_codingtolerated(0.19)benign(0)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FNDC4insertionNonsense_Mutationnovelc.91_92insGTGCACTTCCGAACTCTCAAGGGTTCTGACCGGCp.Val31GlyfsTer10p.V31Gfs*10Q9H6D8protein_codingTCGA-AO-A0J7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
FNDC4deletionFrame_Shift_Delnovelc.340delTp.Tyr114ThrfsTer70p.Y114Tfs*70Q9H6D8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
FNDC4SNVMissense_Mutationnovelc.250C>Tp.Arg84Trpp.R84WQ9H6D8protein_codingdeleterious(0)probably_damaging(0.977)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FNDC4SNVMissense_Mutationc.56N>Tp.Ser19Leup.S19LQ9H6D8protein_codingtolerated_low_confidence(0.43)benign(0.007)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FNDC4SNVMissense_Mutationc.89N>Tp.Thr30Metp.T30MQ9H6D8protein_codingtolerated(0.06)possibly_damaging(0.749)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FNDC4SNVMissense_Mutationc.245A>Gp.Gln82Argp.Q82RQ9H6D8protein_codingdeleterious(0)benign(0.305)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FNDC4SNVMissense_Mutationc.56C>Tp.Ser19Leup.S19LQ9H6D8protein_codingtolerated_low_confidence(0.43)benign(0.007)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FNDC4SNVMissense_Mutationc.318N>Tp.Trp106Cysp.W106CQ9H6D8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FNDC4SNVMissense_Mutationc.565N>Tp.Arg189Cysp.R189CQ9H6D8protein_codingdeleterious(0)possibly_damaging(0.609)TCGA-D5-6923-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
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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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