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: NDFIP1

Gene summary for NDFIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDFIP1

Gene ID

80762

Gene nameNedd4 family interacting protein 1
Gene AliasN4WBP5
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q9BT67


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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
80762NDFIP1HTA11_78_2000001011HumanColorectumAD6.02e-064.72e-01-0.1088
80762NDFIP1HTA11_347_2000001011HumanColorectumAD6.24e-124.51e-01-0.1954
80762NDFIP1HTA11_99999970781_79442HumanColorectumMSS8.60e-063.32e-010.294
80762NDFIP1HTA11_99999965062_69753HumanColorectumMSI-H3.08e-039.59e-010.3487
80762NDFIP1A015-C-203HumanColorectumFAP2.25e-05-1.75e-01-0.1294
80762NDFIP1A001-C-108HumanColorectumFAP4.25e-03-1.34e-01-0.0272
80762NDFIP1A002-C-205HumanColorectumFAP3.98e-03-1.86e-01-0.1236
80762NDFIP1A015-C-104HumanColorectumFAP3.51e-06-1.90e-01-0.1899
80762NDFIP1A001-C-014HumanColorectumFAP2.57e-02-9.01e-020.0135
80762NDFIP1A002-C-116HumanColorectumFAP4.38e-04-1.52e-01-0.0452
80762NDFIP1A018-E-020HumanColorectumFAP3.49e-02-1.80e-01-0.2034
80762NDFIP1F034HumanColorectumFAP1.80e-02-1.62e-01-0.0665
80762NDFIP1AEH-subject1HumanEndometriumAEH6.57e-03-2.00e-01-0.3059
80762NDFIP1AEH-subject2HumanEndometriumAEH1.05e-13-3.00e-01-0.2525
80762NDFIP1AEH-subject3HumanEndometriumAEH2.94e-05-1.94e-01-0.2576
80762NDFIP1AEH-subject4HumanEndometriumAEH3.65e-06-1.76e-01-0.2657
80762NDFIP1AEH-subject5HumanEndometriumAEH7.91e-03-2.62e-01-0.2953
80762NDFIP1EEC-subject1HumanEndometriumEEC6.41e-10-1.68e-01-0.2682
80762NDFIP1EEC-subject2HumanEndometriumEEC5.76e-14-3.79e-01-0.2607
80762NDFIP1EEC-subject3HumanEndometriumEEC2.25e-28-3.88e-01-0.2525
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0031396ColorectumADregulation of protein ubiquitination72/3918210/187234.50e-061.21e-0472
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0055072ColorectumADiron ion homeostasis32/391885/187232.97e-043.60e-0332
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:0006879ColorectumADcellular iron ion homeostasis25/391867/187231.51e-031.27e-0225
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0045637ColorectumADregulation of myeloid cell differentiation61/3918210/187233.17e-032.35e-0261
GO:0002573ColorectumADmyeloid leukocyte differentiation60/3918208/187234.03e-032.81e-0260
GO:00421762ColorectumMSSregulation of protein catabolic process145/3467391/187232.03e-181.17e-15145
GO:00098962ColorectumMSSpositive regulation of catabolic process163/3467492/187233.10e-159.22e-13163
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
NDFIP1insertionFrame_Shift_Insnovelc.521_522insGCCAAAACp.Phe174LeufsTer17p.F174Lfs*17Q9BT67protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NDFIP1SNVMissense_Mutationnovelc.343N>Tp.Asp115Tyrp.D115YQ9BT67protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NDFIP1SNVMissense_Mutationc.292N>Gp.Phe98Valp.F98VQ9BT67protein_codingtolerated(0.19)possibly_damaging(0.572)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
NDFIP1SNVMissense_Mutationc.607N>Tp.Arg203Trpp.R203WQ9BT67protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NDFIP1insertionFrame_Shift_Insnovelc.368dupTp.Met124HisfsTer6p.M124Hfs*6Q9BT67protein_codingTCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NDFIP1insertionFrame_Shift_Insnovelc.194dupCp.Ser66IlefsTer12p.S66Ifs*12Q9BT67protein_codingTCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NDFIP1SNVMissense_Mutationnovelc.627N>Ap.Phe209Leup.F209LQ9BT67protein_codingtolerated(0.65)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NDFIP1SNVMissense_Mutationnovelc.288N>Tp.Glu96Aspp.E96DQ9BT67protein_codingtolerated(0.49)benign(0.007)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
NDFIP1SNVMissense_Mutationnovelc.214N>Gp.Thr72Alap.T72AQ9BT67protein_codingdeleterious(0.05)benign(0.277)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
NDFIP1SNVMissense_Mutationc.644N>Ap.Thr215Asnp.T215NQ9BT67protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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