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: NEFM

Gene summary for NEFM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEFM

Gene ID

4741

Gene nameneurofilament medium chain
Gene AliasNEF3
Cytomap8p21.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9UK51


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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
4741NEFMP5T-EHumanEsophagusESCC1.54e-084.19e-010.1327
4741NEFMP10T-EHumanEsophagusESCC5.12e-071.88e-010.116
4741NEFMP24T-EHumanEsophagusESCC3.43e-041.14e-010.1287
4741NEFMP26T-EHumanEsophagusESCC9.64e-051.95e-010.1276
4741NEFMP30T-EHumanEsophagusESCC4.55e-141.16e+000.137
4741NEFMP36T-EHumanEsophagusESCC3.91e-068.26e-010.1187
4741NEFMP47T-EHumanEsophagusESCC1.51e-082.23e-010.1067
4741NEFMP107T-EHumanEsophagusESCC1.54e-743.06e+000.171
4741NEFMP1_cSCCHumanSkincSCC2.52e-181.22e+000.0292
4741NEFMP10_cSCCHumanSkincSCC6.21e-291.64e+000.1017
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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
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:00451035EsophagusESCCintermediate filament-based process32/855252/187231.55e-024.97e-0232
GO:004510423SkincSCCintermediate filament cytoskeleton organization24/486451/187239.43e-046.42e-0324
GO:004510323SkincSCCintermediate filament-based process24/486452/187231.32e-038.50e-0324
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
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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
NEFMSNVMissense_Mutationrs778764312c.1498G>Ap.Glu500Lysp.E500KP07197protein_codingtolerated(0.14)benign(0.124)TCGA-A8-A07I-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
NEFMSNVMissense_Mutationrs61751047c.1444N>Ap.Val482Ilep.V482IP07197protein_codingtolerated(0.18)benign(0)TCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NEFMSNVMissense_Mutationc.1759N>Gp.Lys587Glup.K587EP07197protein_codingtolerated(0.16)benign(0.007)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEFMSNVMissense_Mutationc.499N>Ap.Glu167Lysp.E167KP07197protein_codingdeleterious(0.02)possibly_damaging(0.448)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEFMSNVMissense_Mutationnovelc.2477N>Gp.Glu826Glyp.E826GP07197protein_codingdeleterious_low_confidence(0)benign(0.165)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NEFMSNVMissense_Mutationc.1513G>Cp.Glu505Glnp.E505QP07197protein_codingtolerated(0.25)benign(0.001)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NEFMSNVMissense_Mutationnovelc.375N>Tp.Gln125Hisp.Q125HP07197protein_codingtolerated(0.43)probably_damaging(0.989)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
NEFMSNVMissense_Mutationnovelc.1004N>Ap.Arg335Hisp.R335HP07197protein_codingdeleterious(0.04)benign(0.244)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
NEFMSNVMissense_Mutationc.1411N>Ap.Glu471Lysp.E471KP07197protein_codingdeleterious(0.01)benign(0.086)TCGA-ZJ-AAXN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEFMSNVMissense_Mutationc.2719N>Ap.Ala907Thrp.A907TP07197protein_codingdeleterious_low_confidence(0)probably_damaging(0.99)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=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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