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: FH

Gene summary for FH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FH

Gene ID

2271

Gene namefumarate hydratase
Gene AliasFMRD
Cytomap1q43
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

A0A0S2Z4C3


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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
2271FHHTA11_347_2000001011HumanColorectumAD1.58e-063.01e-01-0.1954
2271FHHTA11_2992_2000001011HumanColorectumSER1.12e-024.79e-01-0.1706
2271FHA002-C-205HumanColorectumFAP4.94e-02-1.06e-01-0.1236
2271FHA002-C-116HumanColorectumFAP3.61e-02-9.86e-02-0.0452
2271FHLZE4THumanEsophagusESCC6.44e-071.96e-010.0811
2271FHLZE7THumanEsophagusESCC4.81e-097.61e-010.0667
2271FHLZE8THumanEsophagusESCC2.37e-021.35e-010.067
2271FHLZE22THumanEsophagusESCC6.37e-072.85e-010.068
2271FHLZE24THumanEsophagusESCC8.09e-103.08e-010.0596
2271FHLZE21THumanEsophagusESCC3.77e-042.13e-010.0655
2271FHLZE6THumanEsophagusESCC3.76e-061.05e-010.0845
2271FHP1T-EHumanEsophagusESCC5.79e-103.64e-010.0875
2271FHP2T-EHumanEsophagusESCC3.96e-378.23e-010.1177
2271FHP4T-EHumanEsophagusESCC1.64e-224.99e-010.1323
2271FHP5T-EHumanEsophagusESCC8.71e-439.22e-010.1327
2271FHP8T-EHumanEsophagusESCC6.70e-182.65e-010.0889
2271FHP9T-EHumanEsophagusESCC7.31e-255.49e-010.1131
2271FHP10T-EHumanEsophagusESCC3.37e-233.57e-010.116
2271FHP11T-EHumanEsophagusESCC1.77e-198.35e-010.1426
2271FHP12T-EHumanEsophagusESCC1.01e-254.56e-010.1122
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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
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
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:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00712147BreastPrecancercellular response to abiotic stimulus37/1080331/187239.12e-051.73e-0337
GO:01040047BreastPrecancercellular response to environmental stimulus37/1080331/187239.12e-051.73e-0337
GO:00714703BreastPrecancercellular response to osmotic stress8/108041/187232.08e-031.97e-028
GO:006219714BreastIDCcellular response to chemical stress55/1434337/187237.07e-084.36e-0655
GO:007121413BreastIDCcellular response to abiotic stimulus48/1434331/187231.37e-053.53e-0448
GO:010400413BreastIDCcellular response to environmental stimulus48/1434331/187231.37e-053.53e-0448
GO:007147011BreastIDCcellular response to osmotic stress10/143441/187238.38e-049.79e-0310
GO:00714742BreastIDCcellular hyperosmotic response5/143415/187234.10e-033.25e-025
GO:006219724BreastDCIScellular response to chemical stress56/1390337/187239.64e-097.38e-0756
GO:007121423BreastDCIScellular response to abiotic stimulus47/1390331/187231.32e-053.31e-0447
GO:010400423BreastDCIScellular response to environmental stimulus47/1390331/187231.32e-053.31e-0447
GO:00714702BreastDCIScellular response to osmotic stress10/139041/187236.57e-048.09e-0310
GO:007147411BreastDCIScellular hyperosmotic response5/139015/187233.58e-032.92e-025
GO:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:200005810CervixCCregulation of ubiquitin-dependent protein catabolic process47/2311164/187231.63e-081.25e-0647
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00620ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa00020ColorectumADCitrate cycle (TCA cycle)20/209230/84651.43e-061.77e-051.13e-0520
hsa05211ColorectumADRenal cell carcinoma28/209269/84652.58e-031.37e-028.75e-0328
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa006201ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa000201ColorectumADCitrate cycle (TCA cycle)20/209230/84651.43e-061.77e-051.13e-0520
hsa052111ColorectumADRenal cell carcinoma28/209269/84652.58e-031.37e-028.75e-0328
hsa006202ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa000202ColorectumSERCitrate cycle (TCA cycle)16/158030/84652.06e-052.74e-041.99e-0416
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa006203ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa000203ColorectumSERCitrate cycle (TCA cycle)16/158030/84652.06e-052.74e-041.99e-0416
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa012006ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa012007ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa0002014EsophagusESCCCitrate cycle (TCA cycle)27/420530/84653.48e-061.94e-059.95e-0627
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0521118EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa0062023EsophagusESCCPyruvate metabolism32/420547/84658.11e-031.94e-029.94e-0332
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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
FHSNVMissense_Mutationnovelc.345G>Tp.Lys115Asnp.K115NP07954protein_codingtolerated(0.1)benign(0.044)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FHSNVMissense_Mutationc.848N>Cp.Leu283Serp.L283SP07954protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FHSNVMissense_Mutationnovelc.442C>Gp.Gln148Glup.Q148EP07954protein_codingdeleterious(0)probably_damaging(0.956)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
FHSNVMissense_Mutationc.778N>Gp.Thr260Alap.T260AP07954protein_codingtolerated(0.77)benign(0)TCGA-E9-A1RC-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
FHinsertionNonsense_Mutationnovelc.467_468insAGGTCACTAAACCCTGCCTGCATTCCAGGCACTGTATTTCp.Ile157GlyfsTer3p.I157Gfs*3P07954protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
FHSNVMissense_Mutationnovelc.625C>Tp.Pro209Serp.P209SP07954protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FHSNVMissense_Mutationrs778578307c.227N>Tp.Thr76Metp.T76MP07954protein_codingtolerated(0.05)benign(0.026)TCGA-JW-A69B-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FHSNVMissense_Mutationc.359N>Ap.Ile120Lysp.I120KP07954protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FHSNVMissense_Mutationrs755449276c.953N>Gp.His318Argp.H318RP07954protein_codingtolerated(0.08)benign(0.145)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
FHSNVMissense_Mutationc.307N>Ap.Ala103Thrp.A103TP07954protein_codingdeleterious(0.02)probably_damaging(0.972)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=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
2271FHCLINICALLY ACTIONABLE, ENZYME, DNA REPAIRDIETHYLDITHIOCARBAMATEDITIOCARB1850448
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