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: FMC1

Gene summary for FMC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FMC1

Gene ID

154791

Gene nameformation of mitochondrial complex V assembly factor 1 homolog
Gene AliasC7orf55
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q96HJ9


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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
154791FMC1HTA11_3410_2000001011HumanColorectumAD1.51e-031.18e-010.0155
154791FMC1HTA11_1938_2000001011HumanColorectumAD2.86e-062.32e-01-0.0811
154791FMC1HTA11_78_2000001011HumanColorectumAD1.84e-031.38e-01-0.1088
154791FMC1HTA11_347_2000001011HumanColorectumAD5.65e-092.14e-01-0.1954
154791FMC1HTA11_411_2000001011HumanColorectumSER5.61e-032.94e-01-0.2602
154791FMC1HTA11_2112_2000001011HumanColorectumSER1.08e-063.67e-01-0.2196
154791FMC1HTA11_3361_2000001011HumanColorectumAD3.26e-041.80e-01-0.1207
154791FMC1HTA11_83_2000001011HumanColorectumSER1.79e-042.04e-01-0.1526
154791FMC1HTA11_696_2000001011HumanColorectumAD2.10e-173.05e-01-0.1464
154791FMC1HTA11_866_2000001011HumanColorectumAD4.25e-051.31e-01-0.1001
154791FMC1HTA11_1391_2000001011HumanColorectumAD2.86e-092.19e-01-0.059
154791FMC1HTA11_546_2000001011HumanColorectumAD1.56e-062.60e-01-0.0842
154791FMC1HTA11_7862_2000001011HumanColorectumAD1.96e-032.70e-01-0.0179
154791FMC1HTA11_866_3004761011HumanColorectumAD3.43e-193.76e-010.096
154791FMC1HTA11_8622_2000001021HumanColorectumSER7.52e-145.10e-010.0528
154791FMC1HTA11_7663_2000001011HumanColorectumSER7.22e-104.99e-010.0131
154791FMC1HTA11_10623_2000001011HumanColorectumAD4.46e-062.81e-01-0.0177
154791FMC1HTA11_6801_2000001011HumanColorectumSER2.21e-022.69e-010.0171
154791FMC1HTA11_10711_2000001011HumanColorectumAD5.13e-082.39e-010.0338
154791FMC1HTA11_7696_3000711011HumanColorectumAD1.75e-183.95e-010.0674
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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
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
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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:00098951ColorectumSERnegative regulation of catabolic process84/2897320/187233.93e-072.06e-0584
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00700711EsophagusESCCproton-transporting two-sector ATPase complex assembly12/855215/187237.31e-032.63e-0212
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00443423EsophagusESCCtype B pancreatic cell proliferation15/855221/187231.54e-024.96e-0215
GO:000989522LiverHCCnegative regulation of catabolic process196/7958320/187237.98e-123.35e-10196
GO:00192162LiverHCCregulation of lipid metabolic process181/7958331/187234.58e-065.79e-05181
GO:001604221LiverHCClipid catabolic process175/7958320/187236.50e-067.88e-05175
GO:0070071LiverHCCproton-transporting two-sector ATPase complex assembly12/795815/187233.56e-031.59e-0212
GO:000989528ThyroidHTnegative regulation of catabolic process50/1272320/187232.72e-082.02e-0650
GO:005067320ThyroidHTepithelial cell proliferation48/1272437/187236.86e-047.77e-0348
GO:005067820ThyroidHTregulation of epithelial cell proliferation43/1272381/187237.38e-048.23e-0343
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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
FMC1SNVMissense_Mutationnovelc.35G>Cp.Arg12Prop.R12PQ96HJ9protein_codingdeleterious(0)probably_damaging(0.958)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
FMC1deletionFrame_Shift_Delnovelc.294delNp.Gly99ValfsTer27p.G99Vfs*27Q96HJ9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
FMC1SNVMissense_Mutationc.203N>Ap.Cys68Tyrp.C68YQ96HJ9protein_codingdeleterious(0)probably_damaging(0.971)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FMC1SNVMissense_Mutationnovelc.82C>Tp.Pro28Serp.P28SQ96HJ9protein_codingtolerated(0.87)benign(0.015)TCGA-EY-A1GX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
FMC1SNVMissense_Mutationc.61N>Gp.Leu21Valp.L21VQ96HJ9protein_codingtolerated(1)benign(0)TCGA-21-1070-01Lunglung squamous cell carcinomaFemale<65III/IVUnknownUnknownSD
FMC1SNVMissense_Mutationc.178N>Tp.His60Tyrp.H60YQ96HJ9protein_codingtolerated(0.25)possibly_damaging(0.548)TCGA-46-3768-01Lunglung squamous cell carcinomaMale<65III/IVChemotherapycarboplatinSD
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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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