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: FNIP1

Gene summary for FNIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FNIP1

Gene ID

96459

Gene namefolliculin interacting protein 1
Gene AliasFNIP1
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q8TF40


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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
96459FNIP1LZE4THumanEsophagusESCC2.64e-103.61e-010.0811
96459FNIP1LZE5THumanEsophagusESCC9.34e-042.66e-010.0514
96459FNIP1LZE7THumanEsophagusESCC4.98e-062.87e-010.0667
96459FNIP1LZE8THumanEsophagusESCC2.67e-132.61e-010.067
96459FNIP1LZE20THumanEsophagusESCC1.11e-051.54e-010.0662
96459FNIP1LZE21D1HumanEsophagusHGIN4.99e-031.67e-010.0632
96459FNIP1LZE22D1HumanEsophagusHGIN3.99e-021.04e-010.0595
96459FNIP1LZE22THumanEsophagusESCC4.69e-096.20e-010.068
96459FNIP1LZE24THumanEsophagusESCC1.66e-193.36e-010.0596
96459FNIP1LZE21THumanEsophagusESCC3.85e-063.32e-010.0655
96459FNIP1LZE6THumanEsophagusESCC1.29e-041.54e-010.0845
96459FNIP1P1T-EHumanEsophagusESCC7.84e-123.35e-010.0875
96459FNIP1P2T-EHumanEsophagusESCC3.93e-354.72e-010.1177
96459FNIP1P4T-EHumanEsophagusESCC8.64e-194.01e-010.1323
96459FNIP1P5T-EHumanEsophagusESCC6.64e-182.29e-010.1327
96459FNIP1P8T-EHumanEsophagusESCC9.24e-233.05e-010.0889
96459FNIP1P9T-EHumanEsophagusESCC2.13e-183.39e-010.1131
96459FNIP1P10T-EHumanEsophagusESCC1.67e-283.93e-010.116
96459FNIP1P11T-EHumanEsophagusESCC3.92e-164.77e-010.1426
96459FNIP1P12T-EHumanEsophagusESCC2.35e-284.58e-010.1122
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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
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
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
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
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:000926724ThyroidATCcellular response to starvation85/6293156/187236.14e-081.09e-0685
GO:0031667210ThyroidATCresponse to nutrient levels212/6293474/187232.37e-073.70e-06212
GO:004328133ThyroidATCregulation of cysteine-type endopeptidase activity involved in apoptotic process102/6293209/187233.61e-064.03e-05102
GO:005254734ThyroidATCregulation of peptidase activity200/6293461/187236.25e-066.52e-05200
GO:200011633ThyroidATCregulation of cysteine-type endopeptidase activity111/6293235/187239.41e-069.41e-05111
GO:004315433ThyroidATCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process43/629378/187237.43e-055.63e-0443
GO:200011733ThyroidATCnegative regulation of cysteine-type endopeptidase activity46/629386/187231.13e-048.08e-0446
GO:005254834ThyroidATCregulation of endopeptidase activity181/6293432/187231.70e-041.16e-03181
GO:007188711ThyroidATCleukocyte apoptotic process53/6293106/187233.48e-042.16e-0353
GO:004586134ThyroidATCnegative regulation of proteolysis146/6293351/187239.84e-045.22e-03146
GO:003192911ThyroidATCTOR signaling59/6293126/187231.39e-037.19e-0359
GO:005134629ThyroidATCnegative regulation of hydrolase activity155/6293379/187231.64e-038.23e-03155
GO:190153212ThyroidATCregulation of hematopoietic progenitor cell differentiation19/629332/187232.46e-031.14e-0219
GO:003313512ThyroidATCregulation of peptidyl-serine phosphorylation65/6293144/187232.57e-031.18e-0265
GO:20001062ThyroidATCregulation of leukocyte apoptotic process39/629381/187234.65e-031.92e-0239
GO:00702272ThyroidATClymphocyte apoptotic process35/629372/187235.89e-032.37e-0235
GO:00022448ThyroidATChematopoietic progenitor cell differentiation51/6293114/187238.62e-033.28e-0251
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0415021Oral cavityEOLPmTOR signaling pathway34/1218156/84657.59e-032.17e-021.28e-0234
hsa041503Oral cavityEOLPmTOR signaling pathway34/1218156/84657.59e-032.17e-021.28e-0234
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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
FNIP1SNVMissense_Mutationc.3239C>Gp.Ser1080Cysp.S1080CQ8TF40protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
FNIP1SNVMissense_Mutationrs148075882c.3071N>Ap.Arg1024Hisp.R1024HQ8TF40protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FNIP1SNVMissense_Mutationnovelc.1175N>Ap.Arg392Glnp.R392QQ8TF40protein_codingdeleterious(0)possibly_damaging(0.767)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FNIP1SNVMissense_Mutationc.1334N>Gp.Asn445Serp.N445SQ8TF40protein_codingdeleterious(0.01)benign(0.037)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FNIP1SNVMissense_Mutationc.668N>Tp.Gly223Valp.G223VQ8TF40protein_codingdeleterious(0.03)probably_damaging(0.982)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FNIP1insertionFrame_Shift_Insnovelc.3310_3311insGCACAAGGGAp.Val1104GlyfsTer8p.V1104Gfs*8Q8TF40protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FNIP1SNVMissense_Mutationnovelc.1598N>Gp.Gln533Argp.Q533RQ8TF40protein_codingtolerated(0.08)benign(0.039)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
FNIP1SNVMissense_Mutationc.1300N>Tp.Arg434Cysp.R434CQ8TF40protein_codingdeleterious(0.04)benign(0.222)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FNIP1SNVMissense_Mutationnovelc.1759N>Gp.Thr587Alap.T587AQ8TF40protein_codingdeleterious(0.05)possibly_damaging(0.79)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
FNIP1SNVMissense_Mutationc.872G>Ap.Arg291Hisp.R291HQ8TF40protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AD-5900-01Colorectumcolon 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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