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: NME7

Gene summary for NME7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NME7

Gene ID

29922

Gene nameNME/NM23 family member 7
Gene AliasCFAP67
Cytomap1q24.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9Y5B8


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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
29922NME7LZE4THumanEsophagusESCC5.29e-041.48e-010.0811
29922NME7LZE7THumanEsophagusESCC2.10e-031.66e-010.0667
29922NME7LZE8THumanEsophagusESCC4.60e-025.63e-020.067
29922NME7LZE22THumanEsophagusESCC5.28e-031.87e-010.068
29922NME7LZE24THumanEsophagusESCC5.84e-103.44e-010.0596
29922NME7LZE6THumanEsophagusESCC4.02e-112.89e-010.0845
29922NME7P1T-EHumanEsophagusESCC2.01e-021.38e-010.0875
29922NME7P2T-EHumanEsophagusESCC1.25e-263.68e-010.1177
29922NME7P4T-EHumanEsophagusESCC3.05e-305.30e-010.1323
29922NME7P5T-EHumanEsophagusESCC3.93e-131.51e-010.1327
29922NME7P8T-EHumanEsophagusESCC1.19e-213.36e-010.0889
29922NME7P9T-EHumanEsophagusESCC2.38e-127.72e-020.1131
29922NME7P10T-EHumanEsophagusESCC1.33e-244.34e-010.116
29922NME7P11T-EHumanEsophagusESCC1.99e-133.76e-010.1426
29922NME7P12T-EHumanEsophagusESCC2.33e-111.98e-010.1122
29922NME7P15T-EHumanEsophagusESCC3.36e-162.76e-010.1149
29922NME7P16T-EHumanEsophagusESCC1.88e-223.54e-010.1153
29922NME7P17T-EHumanEsophagusESCC9.24e-082.35e-010.1278
29922NME7P19T-EHumanEsophagusESCC1.80e-095.58e-010.1662
29922NME7P20T-EHumanEsophagusESCC2.34e-192.43e-010.1124
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:0009141111EsophagusESCCnucleoside triphosphate metabolic process78/8552112/187232.36e-073.59e-0678
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0046390110EsophagusESCCribose phosphate biosynthetic process119/8552190/187231.73e-062.06e-05119
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:0009144110EsophagusESCCpurine nucleoside triphosphate metabolic process61/855288/187236.06e-066.23e-0561
GO:000919918EsophagusESCCribonucleoside triphosphate metabolic process61/855289/187231.07e-051.01e-0461
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:0009260110EsophagusESCCribonucleotide biosynthetic process112/8552182/187231.12e-051.06e-04112
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:000914219EsophagusESCCnucleoside triphosphate biosynthetic process58/855285/187232.16e-051.87e-0458
GO:007252217EsophagusESCCpurine-containing compound biosynthetic process120/8552200/187233.02e-052.51e-04120
GO:0009152110EsophagusESCCpurine ribonucleotide biosynthetic process103/8552169/187234.40e-053.51e-04103
GO:000920519EsophagusESCCpurine ribonucleoside triphosphate metabolic process55/855282/187237.34e-055.51e-0455
GO:000616417EsophagusESCCpurine nucleotide biosynthetic process113/8552191/187231.16e-048.04e-04113
GO:000920118EsophagusESCCribonucleoside triphosphate biosynthetic process50/855274/187231.16e-048.04e-0450
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa002405EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0024012EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa002404Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0024011Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
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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
NME7SNVMissense_Mutationnovelc.568N>Ap.Glu190Lysp.E190KQ9Y5B8protein_codingtolerated(0.67)benign(0.014)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NME7SNVMissense_Mutationc.433N>Gp.Phe145Valp.F145VQ9Y5B8protein_codingdeleterious(0.01)possibly_damaging(0.553)TCGA-A8-A08J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NME7SNVMissense_Mutationc.1116N>Cp.Lys372Asnp.K372NQ9Y5B8protein_codingtolerated(0.2)benign(0.027)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NME7SNVMissense_Mutationc.174N>Cp.Glu58Aspp.E58DQ9Y5B8protein_codingtolerated(0.29)benign(0.007)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
NME7SNVMissense_Mutationc.301G>Ap.Asp101Asnp.D101NQ9Y5B8protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NME7SNVMissense_Mutationc.134C>Gp.Thr45Serp.T45SQ9Y5B8protein_codingtolerated(0.4)benign(0.098)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NME7SNVMissense_Mutationrs139755731c.554G>Ap.Arg185Hisp.R185HQ9Y5B8protein_codingdeleterious(0.01)benign(0.149)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NME7SNVMissense_Mutationc.638N>Ap.Ser213Tyrp.S213YQ9Y5B8protein_codingdeleterious(0)possibly_damaging(0.841)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NME7SNVMissense_Mutationrs755169173c.67C>Tp.Arg23Cysp.R23CQ9Y5B8protein_codingdeleterious(0.02)benign(0.055)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NME7SNVMissense_Mutationnovelc.274G>Ap.Glu92Lysp.E92KQ9Y5B8protein_codingdeleterious(0.03)probably_damaging(0.98)TCGA-AG-A002-01Colorectumrectum 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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