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: FUNDC1

Gene summary for FUNDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FUNDC1

Gene ID

139341

Gene nameFUN14 domain containing 1
Gene AliasFUNDC1
CytomapXp11.3
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

Q8IVP5


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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
139341FUNDC1LZE4THumanEsophagusESCC7.31e-133.40e-010.0811
139341FUNDC1LZE20THumanEsophagusESCC2.42e-021.71e-010.0662
139341FUNDC1LZE24THumanEsophagusESCC1.36e-072.33e-010.0596
139341FUNDC1LZE21THumanEsophagusESCC2.09e-042.41e-010.0655
139341FUNDC1P1T-EHumanEsophagusESCC3.18e-043.40e-010.0875
139341FUNDC1P2T-EHumanEsophagusESCC1.98e-235.08e-010.1177
139341FUNDC1P4T-EHumanEsophagusESCC1.38e-389.42e-010.1323
139341FUNDC1P5T-EHumanEsophagusESCC1.25e-153.15e-010.1327
139341FUNDC1P8T-EHumanEsophagusESCC8.17e-508.86e-010.0889
139341FUNDC1P9T-EHumanEsophagusESCC2.02e-182.74e-010.1131
139341FUNDC1P10T-EHumanEsophagusESCC1.68e-172.98e-010.116
139341FUNDC1P11T-EHumanEsophagusESCC3.96e-157.19e-010.1426
139341FUNDC1P12T-EHumanEsophagusESCC2.99e-162.98e-010.1122
139341FUNDC1P15T-EHumanEsophagusESCC2.00e-183.85e-010.1149
139341FUNDC1P16T-EHumanEsophagusESCC4.40e-254.99e-010.1153
139341FUNDC1P17T-EHumanEsophagusESCC4.92e-022.56e-010.1278
139341FUNDC1P19T-EHumanEsophagusESCC2.00e-032.24e-010.1662
139341FUNDC1P20T-EHumanEsophagusESCC5.92e-153.90e-010.1124
139341FUNDC1P21T-EHumanEsophagusESCC5.70e-203.21e-010.1617
139341FUNDC1P22T-EHumanEsophagusESCC3.24e-182.67e-010.1236
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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
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:000042217EsophagusESCCautophagy of mitochondrion63/855281/187233.41e-097.24e-0863
GO:006172617EsophagusESCCmitochondrion disassembly63/855281/187233.41e-097.24e-0863
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:19030084LiverCirrhoticorganelle disassembly59/4634114/187234.82e-102.27e-0859
GO:00004225LiverCirrhoticautophagy of mitochondrion43/463481/187234.02e-081.31e-0643
GO:00617265LiverCirrhoticmitochondrion disassembly43/463481/187234.02e-081.31e-0643
GO:00704827LiverCirrhoticresponse to oxygen levels125/4634347/187231.55e-063.02e-05125
GO:00362937LiverCirrhoticresponse to decreased oxygen levels113/4634322/187231.87e-052.52e-04113
GO:00016667LiverCirrhoticresponse to hypoxia108/4634307/187232.51e-053.26e-04108
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:000042211LiverHCCautophagy of mitochondrion64/795881/187231.96e-117.72e-1064
GO:006172611LiverHCCmitochondrion disassembly64/795881/187231.96e-117.72e-1064
GO:000166612LiverHCCresponse to hypoxia172/7958307/187231.06e-061.59e-05172
GO:003629312LiverHCCresponse to decreased oxygen levels179/7958322/187231.29e-061.87e-05179
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa04137112Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa0413729Oral cavityLPMitophagy - animal38/241872/84651.24e-058.63e-055.57e-0538
hsa0413737Oral cavityLPMitophagy - animal38/241872/84651.24e-058.63e-055.57e-0538
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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
FUNDC1SNVMissense_Mutationnovelc.349N>Tp.Ala117Serp.A117SQ8IVP5protein_codingtolerated(0.56)benign(0.076)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FUNDC1insertionIn_Frame_Insnovelc.71_72insGAAGGAp.Thr24_Glu25insLysAspp.T24_E25insKDQ8IVP5protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
FUNDC1SNVMissense_Mutationc.110N>Gp.Phe37Cysp.F37CQ8IVP5protein_codingdeleterious(0)possibly_damaging(0.862)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FUNDC1SNVMissense_Mutationc.322N>Gp.Lys108Glup.K108EQ8IVP5protein_codingdeleterious(0.03)possibly_damaging(0.766)TCGA-AA-A02Y-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FUNDC1SNVMissense_Mutationrs777393435c.31N>Gp.Tyr11Aspp.Y11DQ8IVP5protein_codingtolerated(0.17)benign(0.026)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FUNDC1SNVMissense_Mutationnovelc.191N>Tp.Ala64Valp.A64VQ8IVP5protein_codingtolerated(0.31)benign(0.133)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FUNDC1SNVMissense_Mutationrs181489310c.46G>Ap.Asp16Asnp.D16NQ8IVP5protein_codingtolerated(0.24)benign(0.005)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
FUNDC1SNVMissense_Mutationc.313N>Tp.Asp105Tyrp.D105YQ8IVP5protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-BS-A0TC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FUNDC1SNVMissense_Mutationnovelc.385N>Ap.Glu129Lysp.E129KQ8IVP5protein_codingtolerated(0.08)benign(0.081)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FUNDC1SNVMissense_Mutationnovelc.71C>Ap.Thr24Asnp.T24NQ8IVP5protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-D1-A102-01Endometriumuterine 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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