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: NEFH

Gene summary for NEFH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEFH

Gene ID

4744

Gene nameneurofilament heavy chain
Gene AliasCMT2CC
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P12036


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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
4744NEFHC43HumanOral cavityOSCC2.03e-172.97e-010.1704
4744NEFHC86HumanOral cavityOSCC4.47e-056.76e-010.161
4744NEFHLN22HumanOral cavityOSCC1.18e-141.09e+000.1733
4744NEFHATC13HumanThyroidATC6.62e-357.70e-010.34
4744NEFHATC5HumanThyroidATC1.18e-458.59e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:003238615Oral cavityOSCCregulation of intracellular transport218/7305337/187236.91e-221.41e-19218
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:003070510Oral cavityOSCCcytoskeleton-dependent intracellular transport113/7305195/187236.03e-081.09e-06113
GO:00109706Oral cavityOSCCtransport along microtubule88/7305155/187235.35e-066.02e-0588
GO:00723845Oral cavityOSCCorganelle transport along microtubule53/730585/187231.10e-051.14e-0453
GO:19908237Oral cavityOSCCresponse to leukemia inhibitory factor58/730595/187231.10e-051.14e-0458
GO:19908307Oral cavityOSCCcellular response to leukemia inhibitory factor57/730594/187231.75e-051.71e-0457
GO:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:00451044Oral cavityOSCCintermediate filament cytoskeleton organization31/730551/187231.34e-036.62e-0331
GO:00451034Oral cavityOSCCintermediate filament-based process31/730552/187232.08e-039.59e-0331
GO:00328863Oral cavityOSCCregulation of microtubule-based process115/7305240/187232.95e-031.28e-02115
GO:006156410Oral cavityOSCCaxon development207/7305467/187231.01e-023.51e-02207
GO:00991884Oral cavityOSCCpostsynaptic cytoskeleton organization10/730514/187231.44e-024.69e-0210
GO:003238632ThyroidATCregulation of intracellular transport203/6293337/187236.16e-241.85e-21203
GO:005165625ThyroidATCestablishment of organelle localization206/6293390/187232.62e-151.84e-13206
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:003070532ThyroidATCcytoskeleton-dependent intracellular transport105/6293195/187234.31e-099.70e-08105
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:001097022ThyroidATCtransport along microtubule83/6293155/187232.38e-073.70e-0683
GO:003288613ThyroidATCregulation of microtubule-based process114/6293240/187235.17e-065.59e-05114
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
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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
NEFHSNVMissense_Mutationc.2434A>Gp.Lys812Glup.K812EP12036protein_codingdeleterious_low_confidence(0.03)benign(0.146)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEFHSNVMissense_Mutationrs548556825c.1682C>Tp.Pro561Leup.P561LP12036protein_codingdeleterious(0.02)benign(0.142)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEFHSNVMissense_Mutationnovelc.1657N>Tp.Pro553Serp.P553SP12036protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NEFHSNVMissense_Mutationnovelc.1486G>Tp.Gly496Trpp.G496WP12036protein_codingdeleterious(0.01)benign(0.394)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
NEFHinsertionNonsense_Mutationnovelc.1389_1390insACCTCTTAAp.Thr464_Gln465insSerTerThrp.T464_Q465insS*TP12036protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NEFHinsertionIn_Frame_Insnovelc.1681_1682insTTGGGTp.Pro561delinsLeuGlySerp.P561delinsLGSP12036protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
NEFHSNVMissense_Mutationrs758082890c.2896G>Ap.Glu966Lysp.E966KP12036protein_codingtolerated_low_confidence(0.12)benign(0.079)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEFHSNVMissense_Mutationc.2692N>Ap.Glu898Lysp.E898KP12036protein_codingtolerated_low_confidence(0.27)benign(0.003)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NEFHSNVMissense_Mutationc.991N>Ap.Glu331Lysp.E331KP12036protein_codingdeleterious(0)probably_damaging(0.959)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEFHSNVMissense_Mutationc.991N>Cp.Glu331Glnp.E331QP12036protein_codingdeleterious(0.01)possibly_damaging(0.87)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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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