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: NEFL

Gene summary for NEFL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEFL

Gene ID

4747

Gene nameneurofilament light chain
Gene AliasCMT1F
Cytomap8p21.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P07196


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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
4747NEFLLZE2THumanEsophagusESCC5.44e-109.23e-010.082
4747NEFLLZE4THumanEsophagusESCC3.78e-088.93e-010.0811
4747NEFLLZE7THumanEsophagusESCC4.33e-111.46e+000.0667
4747NEFLP4T-EHumanEsophagusESCC2.81e-622.66e+000.1323
4747NEFLP5T-EHumanEsophagusESCC2.17e-711.77e+000.1327
4747NEFLP9T-EHumanEsophagusESCC1.37e-154.78e-010.1131
4747NEFLP11T-EHumanEsophagusESCC1.23e-161.11e+000.1426
4747NEFLP17T-EHumanEsophagusESCC1.45e-128.58e-010.1278
4747NEFLP19T-EHumanEsophagusESCC7.97e-132.95e+000.1662
4747NEFLP20T-EHumanEsophagusESCC1.35e-113.51e-010.1124
4747NEFLP21T-EHumanEsophagusESCC4.53e-611.84e+000.1617
4747NEFLP22T-EHumanEsophagusESCC5.26e-216.46e-010.1236
4747NEFLP24T-EHumanEsophagusESCC2.27e-421.77e+000.1287
4747NEFLP26T-EHumanEsophagusESCC1.88e-062.04e-010.1276
4747NEFLP30T-EHumanEsophagusESCC5.30e-149.86e-010.137
4747NEFLP32T-EHumanEsophagusESCC2.13e-662.55e+000.1666
4747NEFLP36T-EHumanEsophagusESCC1.47e-141.29e+000.1187
4747NEFLP37T-EHumanEsophagusESCC6.39e-852.88e+000.1371
4747NEFLP39T-EHumanEsophagusESCC2.06e-042.21e-010.0894
4747NEFLP44T-EHumanEsophagusESCC4.27e-084.18e-010.1096
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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
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
∗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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:00723846EsophagusESCCorganelle transport along microtubule65/855285/187236.61e-091.35e-0765
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000808810EsophagusESCCaxo-dendritic transport58/855275/187232.09e-084.02e-0758
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:004668514EsophagusESCCresponse to arsenic-containing substance30/855233/187235.73e-081.02e-0630
GO:00989304EsophagusESCCaxonal transport49/855264/187234.54e-076.15e-0649
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:003109910EsophagusESCCregeneration122/8552198/187234.26e-064.57e-05122
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00080892EsophagusESCCanterograde axonal transport37/855250/187234.42e-053.51e-0437
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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
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
hsa0502229Oral cavityLPPathways of neurodegeneration - multiple diseases232/2418476/84657.77e-223.69e-202.38e-20232
hsa0502237Oral cavityLPPathways of neurodegeneration - multiple diseases232/2418476/84657.77e-223.69e-202.38e-20232
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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
NEFLSNVMissense_Mutationnovelc.1154N>Tp.Glu385Valp.E385VP07196protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NEFLSNVMissense_Mutationnovelc.239N>Ap.Ser80Asnp.S80NP07196protein_codingtolerated(0.46)benign(0.177)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEFLSNVMissense_Mutationnovelc.787G>Ap.Ala263Thrp.A263TP07196protein_codingdeleterious(0.02)possibly_damaging(0.85)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEFLinsertionNonsense_Mutationnovelc.674_675insTTGAGGACCACAAAGp.Lys225delinsAsnTerGlyProGlnArgp.K225delinsN*GPQRP07196protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEFLSNVMissense_Mutationnovelc.1262G>Ap.Arg421Glnp.R421QP07196protein_codingtolerated(0.09)possibly_damaging(0.905)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEFLSNVMissense_Mutationnovelc.722N>Tp.Ala241Valp.A241VP07196protein_codingdeleterious(0.01)benign(0.354)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NEFLSNVMissense_Mutationrs558065942c.1459N>Ap.Glu487Lysp.E487KP07196protein_codingtolerated_low_confidence(0.3)benign(0.05)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
NEFLSNVMissense_Mutationnovelc.682N>Ap.Glu228Lysp.E228KP07196protein_codingdeleterious(0)benign(0.284)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NEFLSNVMissense_Mutationnovelc.1045N>Ap.Asp349Asnp.D349NP07196protein_codingtolerated(0.08)probably_damaging(0.988)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NEFLSNVMissense_Mutationnovelc.232N>Ap.Ala78Thrp.A78TP07196protein_codingtolerated(0.06)probably_damaging(0.913)TCGA-AA-3989-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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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