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: FIS1

Gene summary for FIS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FIS1

Gene ID

51024

Gene namefission, mitochondrial 1
Gene AliasCGI-135
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

Q9Y3D6


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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
51024FIS1CA_HPV_1HumanCervixCC1.19e-15-4.23e-010.0264
51024FIS1N_HPV_1HumanCervixN_HPV8.56e-05-7.47e-020.0079
51024FIS1CCI_1HumanCervixCC2.61e-08-6.96e-010.528
51024FIS1CCI_2HumanCervixCC3.07e-05-6.28e-010.5249
51024FIS1CCI_3HumanCervixCC9.10e-11-6.84e-010.516
51024FIS1CCII_1HumanCervixCC5.76e-21-7.53e-010.3249
51024FIS1sample3HumanCervixCC2.50e-06-3.17e-010.1387
51024FIS1H2HumanCervixHSIL_HPV6.67e-04-2.86e-010.0632
51024FIS1L1HumanCervixCC5.36e-05-1.98e-010.0802
51024FIS1T1HumanCervixCC6.09e-04-3.60e-010.0918
51024FIS1T3HumanCervixCC1.12e-09-3.03e-010.1389
51024FIS1HTA11_3410_2000001011HumanColorectumAD8.68e-082.60e-010.0155
51024FIS1HTA11_2487_2000001011HumanColorectumSER3.23e-145.57e-01-0.1808
51024FIS1HTA11_1938_2000001011HumanColorectumAD8.15e-093.54e-01-0.0811
51024FIS1HTA11_78_2000001011HumanColorectumAD1.79e-041.92e-01-0.1088
51024FIS1HTA11_347_2000001011HumanColorectumAD6.42e-194.73e-01-0.1954
51024FIS1HTA11_411_2000001011HumanColorectumSER4.47e-044.28e-01-0.2602
51024FIS1HTA11_2112_2000001011HumanColorectumSER1.12e-046.05e-01-0.2196
51024FIS1HTA11_3361_2000001011HumanColorectumAD1.25e-154.69e-01-0.1207
51024FIS1HTA11_83_2000001011HumanColorectumSER3.49e-095.38e-01-0.1526
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:200011632Oral cavityNEOLPregulation of cysteine-type endopeptidase activity55/2005235/187231.59e-087.25e-0755
GO:190382932Oral cavityNEOLPpositive regulation of cellular protein localization61/2005276/187232.63e-081.14e-0661
GO:003315731Oral cavityNEOLPregulation of intracellular protein transport53/2005229/187234.28e-081.77e-0653
GO:004328132Oral cavityNEOLPregulation of cysteine-type endopeptidase activity involved in apoptotic process49/2005209/187238.94e-083.36e-0649
GO:200123532Oral cavityNEOLPpositive regulation of apoptotic signaling pathway34/2005126/187232.55e-078.23e-0634
GO:007048232Oral cavityNEOLPresponse to oxygen levels69/2005347/187232.66e-078.54e-0669
GO:000166632Oral cavityNEOLPresponse to hypoxia63/2005307/187232.75e-078.78e-0663
GO:000963633Oral cavityNEOLPresponse to toxic substance56/2005262/187233.13e-079.85e-0656
GO:003629332Oral cavityNEOLPresponse to decreased oxygen levels65/2005322/187233.34e-071.04e-0565
GO:009723732Oral cavityNEOLPcellular response to toxic substance33/2005124/187235.39e-071.61e-0533
GO:003238831Oral cavityNEOLPpositive regulation of intracellular transport45/2005202/187231.35e-063.46e-0545
GO:190495133Oral cavityNEOLPpositive regulation of establishment of protein localization61/2005319/187234.85e-061.03e-0461
GO:001095232Oral cavityNEOLPpositive regulation of peptidase activity42/2005197/187239.62e-061.82e-0442
GO:009031631Oral cavityNEOLPpositive regulation of intracellular protein transport36/2005160/187231.18e-052.15e-0436
GO:005122233Oral cavityNEOLPpositive regulation of protein transport57/2005303/187231.62e-052.79e-0457
GO:003246931Oral cavityNEOLPendoplasmic reticulum calcium ion homeostasis11/200525/187232.21e-053.60e-0411
GO:200124432Oral cavityNEOLPpositive regulation of intrinsic apoptotic signaling pathway17/200558/187238.04e-051.01e-0317
GO:003166732Oral cavityNEOLPresponse to nutrient levels77/2005474/187231.27e-041.49e-0377
GO:190300831Oral cavityNEOLPorganelle disassembly25/2005114/187233.66e-043.49e-0325
GO:007099732Oral cavityNEOLPneuron death60/2005361/187233.70e-043.50e-0360
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0413718CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0413719CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041372ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041373ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041374ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041375ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa0413720EndometriumAEHMitophagy - animal21/119772/84657.03e-044.86e-033.56e-0321
hsa04137110EndometriumAEHMitophagy - animal21/119772/84657.03e-044.86e-033.56e-0321
hsa0413725EndometriumEECMitophagy - animal22/123772/84654.12e-043.30e-032.46e-0322
hsa0413735EndometriumEECMitophagy - animal22/123772/84654.12e-043.30e-032.46e-0322
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413721LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413731LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413761LiverCystMitophagy - animal9/33972/84652.19e-031.91e-021.58e-029
hsa0413771LiverCystMitophagy - animal9/33972/84652.19e-031.91e-021.58e-029
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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
FIS1SNVMissense_Mutationnovelc.357N>Cp.Lys119Asnp.K119NQ9Y3D6protein_codingtolerated(0.14)benign(0.102)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FIS1SNVMissense_Mutationc.349G>Tp.Ala117Serp.A117SQ9Y3D6protein_codingtolerated(0.08)benign(0.429)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
FIS1SNVMissense_Mutationnovelc.350C>Tp.Ala117Valp.A117VQ9Y3D6protein_codingdeleterious(0.05)benign(0.41)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
FIS1SNVMissense_Mutationc.439N>Ap.Val147Metp.V147MQ9Y3D6protein_codingtolerated(0.58)possibly_damaging(0.49)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FIS1SNVMissense_Mutationrs776529563c.430G>Ap.Gly144Argp.G144RQ9Y3D6protein_codingdeleterious(0.03)probably_damaging(0.964)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
FIS1SNVMissense_Mutationnovelc.130N>Tp.Arg44Trpp.R44WQ9Y3D6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
FIS1SNVMissense_Mutationc.233N>Tp.Ala78Valp.A78VQ9Y3D6protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FIS1SNVMissense_Mutationnovelc.421N>Ap.Gly141Argp.G141RQ9Y3D6protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
FIS1SNVMissense_Mutationnovelc.62N>Gp.Phe21Cysp.F21CQ9Y3D6protein_codingdeleterious(0)probably_damaging(0.95)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
FIS1SNVMissense_Mutationnovelc.421G>Ap.Gly141Argp.G141RQ9Y3D6protein_codingdeleterious(0)probably_damaging(0.982)TCGA-D1-A16Y-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
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