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: NTF4

Gene summary for NTF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NTF4

Gene ID

4909

Gene nameneurotrophin 4
Gene AliasGLC10
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024QZE4


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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
4909NTF4P2T-EHumanEsophagusESCC1.29e-223.65e-010.1177
4909NTF4P4T-EHumanEsophagusESCC4.66e-072.03e-010.1323
4909NTF4P5T-EHumanEsophagusESCC1.94e-043.35e-020.1327
4909NTF4P8T-EHumanEsophagusESCC5.93e-164.02e-010.0889
4909NTF4P9T-EHumanEsophagusESCC3.07e-051.09e-010.1131
4909NTF4P10T-EHumanEsophagusESCC2.12e-275.89e-010.116
4909NTF4P11T-EHumanEsophagusESCC2.49e-052.96e-010.1426
4909NTF4P12T-EHumanEsophagusESCC2.53e-092.05e-010.1122
4909NTF4P15T-EHumanEsophagusESCC1.88e-082.26e-010.1149
4909NTF4P16T-EHumanEsophagusESCC1.10e-071.50e-010.1153
4909NTF4P21T-EHumanEsophagusESCC1.34e-122.28e-010.1617
4909NTF4P22T-EHumanEsophagusESCC3.91e-224.19e-010.1236
4909NTF4P24T-EHumanEsophagusESCC8.57e-061.27e-010.1287
4909NTF4P26T-EHumanEsophagusESCC4.23e-316.06e-010.1276
4909NTF4P27T-EHumanEsophagusESCC1.27e-061.32e-010.1055
4909NTF4P30T-EHumanEsophagusESCC1.02e-103.30e-010.137
4909NTF4P31T-EHumanEsophagusESCC4.99e-172.38e-010.1251
4909NTF4P32T-EHumanEsophagusESCC1.03e-036.11e-020.1666
4909NTF4P36T-EHumanEsophagusESCC3.55e-042.11e-010.1187
4909NTF4P37T-EHumanEsophagusESCC9.10e-038.20e-020.1371
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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:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:199009017EsophagusESCCcellular response to nerve growth factor stimulus38/855253/187231.10e-047.69e-0438
GO:199008916EsophagusESCCresponse to nerve growth factor39/855256/187232.44e-041.51e-0339
GO:004352317EsophagusESCCregulation of neuron apoptotic process122/8552212/187233.21e-041.90e-03122
GO:190121516EsophagusESCCnegative regulation of neuron death115/8552208/187233.24e-031.34e-02115
GO:00331355EsophagusESCCregulation of peptidyl-serine phosphorylation81/8552144/187236.79e-032.48e-0281
GO:00331383EsophagusESCCpositive regulation of peptidyl-serine phosphorylation61/8552108/187231.54e-024.96e-0261
GO:007099720Oral cavityOSCCneuron death202/7305361/187233.75e-111.23e-09202
GO:190121420Oral cavityOSCCregulation of neuron death174/7305319/187231.09e-082.23e-07174
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:005140217Oral cavityOSCCneuron apoptotic process134/7305246/187235.65e-078.19e-06134
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:004352310Oral cavityOSCCregulation of neuron apoptotic process111/7305212/187235.12e-054.27e-04111
GO:199009014Oral cavityOSCCcellular response to nerve growth factor stimulus35/730553/187236.14e-055.02e-0435
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa04722111EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0472220Oral cavityOSCCNeurotrophin signaling pathway74/3704119/84653.55e-051.49e-047.58e-0574
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa04722110Oral cavityOSCCNeurotrophin signaling pathway74/3704119/84653.55e-051.49e-047.58e-0574
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0415113Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
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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
NTF4NTRK2NTF5_NTRK2NTEsophagusESCC
NTF4NTRK2NTF5_NTRK2NTHNSCCPrecancer
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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
NTF4SNVMissense_Mutationnovelc.572N>Tp.Arg191Leup.R191LP34130protein_codingdeleterious(0)probably_damaging(0.97)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
NTF4SNVMissense_Mutationnovelc.505G>Cp.Glu169Glnp.E169QP34130protein_codingtolerated(0.69)benign(0.108)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NTF4SNVMissense_Mutationnovelc.33C>Gp.Ile11Metp.I11MP34130protein_codingdeleterious_low_confidence(0.01)benign(0.037)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NTF4SNVMissense_Mutationrs377553005c.340N>Tp.Arg114Cysp.R114CP34130protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NTF4SNVMissense_Mutationrs200675509c.625N>Tp.Arg209Trpp.R209WP34130protein_codingdeleterious(0)benign(0.144)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
NTF4SNVMissense_Mutationnovelc.436G>Ap.Ala146Thrp.A146TP34130protein_codingtolerated_low_confidence(0.21)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NTF4SNVMissense_Mutationrs750511722c.328G>Ap.Ala110Thrp.A110TP34130protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NTF4SNVMissense_Mutationnovelc.434A>Cp.Asn145Thrp.N145TP34130protein_codingtolerated(0.27)benign(0.003)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
NTF4SNVMissense_Mutationc.581N>Ap.Arg194Glnp.R194QP34130protein_codingtolerated(0.13)probably_damaging(1)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
NTF4SNVMissense_Mutationc.623N>Tp.Gly208Valp.G208VP34130protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
4909NTF4GROWTH FACTORBDNF7552337
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