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: FHL2

Gene summary for FHL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FHL2

Gene ID

2274

Gene namefour and a half LIM domains 2
Gene AliasAAG11
Cytomap2q12.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q14192


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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
2274FHL2HTA11_3410_2000001011HumanColorectumAD3.30e-022.53e-010.0155
2274FHL2HTA11_2487_2000001011HumanColorectumSER1.46e-086.34e-01-0.1808
2274FHL2HTA11_1938_2000001011HumanColorectumAD2.12e-201.09e+00-0.0811
2274FHL2HTA11_78_2000001011HumanColorectumAD4.58e-137.65e-01-0.1088
2274FHL2HTA11_347_2000001011HumanColorectumAD1.61e-043.03e-01-0.1954
2274FHL2HTA11_411_2000001011HumanColorectumSER5.89e-061.54e+00-0.2602
2274FHL2HTA11_2112_2000001011HumanColorectumSER3.44e-041.07e+00-0.2196
2274FHL2HTA11_1391_2000001011HumanColorectumAD3.98e-171.05e+00-0.059
2274FHL2HTA11_866_3004761011HumanColorectumAD2.91e-065.65e-010.096
2274FHL2HTA11_6818_2000001021HumanColorectumAD3.54e-096.20e-010.0588
2274FHL2HTA11_99999970781_79442HumanColorectumMSS7.03e-055.12e-010.294
2274FHL2HTA11_99999971662_82457HumanColorectumMSS9.47e-076.47e-010.3859
2274FHL2HTA11_99999973899_84307HumanColorectumMSS2.62e-055.80e-010.2585
2274FHL2A015-C-203HumanColorectumFAP2.12e-07-2.05e-01-0.1294
2274FHL2A002-C-205HumanColorectumFAP1.31e-04-2.39e-01-0.1236
2274FHL2A015-C-106HumanColorectumFAP4.55e-02-1.35e-01-0.0511
2274FHL2A015-C-104HumanColorectumFAP6.53e-12-2.62e-01-0.1899
2274FHL2A002-C-016HumanColorectumFAP2.53e-04-7.15e-020.0521
2274FHL2A002-C-116HumanColorectumFAP2.05e-07-6.47e-02-0.0452
2274FHL2A018-E-020HumanColorectumFAP1.81e-02-1.67e-01-0.2034
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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
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
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
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:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00016491ColorectumSERosteoblast differentiation56/2897229/187232.49e-044.21e-0356
GO:00015031ColorectumSERossification82/2897408/187236.76e-034.78e-0282
GO:00016492ColorectumMSSosteoblast differentiation64/3467229/187232.91e-043.83e-0364
GO:00015032ColorectumMSSossification96/3467408/187236.09e-034.07e-0296
GO:00016493ColorectumFAPosteoblast differentiation51/2622229/187234.40e-045.22e-0351
GO:00015033ColorectumFAPossification79/2622408/187231.53e-031.37e-0279
GO:0048016ColorectumFAPinositol phosphate-mediated signaling16/262255/187232.78e-032.15e-0216
GO:0055006ColorectumFAPcardiac cell development22/262291/187236.44e-034.01e-0222
GO:0003205ColorectumFAPcardiac chamber development34/2622161/187238.57e-034.96e-0234
GO:0003206ColorectumFAPcardiac chamber morphogenesis27/2622121/187238.64e-034.98e-0227
GO:0003007ColorectumCRCheart morphogenesis44/2078246/187239.49e-041.15e-0244
GO:00016494ColorectumCRCosteoblast differentiation41/2078229/187231.36e-031.50e-0241
GO:0097720ColorectumCRCcalcineurin-mediated signaling13/207848/187231.72e-031.77e-0213
GO:0033173ColorectumCRCcalcineurin-NFAT signaling cascade12/207843/187231.93e-031.96e-0212
GO:00480161ColorectumCRCinositol phosphate-mediated signaling14/207855/187232.21e-032.15e-0214
GO:00015034ColorectumCRCossification64/2078408/187232.73e-032.49e-0264
GO:0070884ColorectumCRCregulation of calcineurin-NFAT signaling cascade10/207834/187232.96e-032.66e-0210
GO:0060537ColorectumCRCmuscle tissue development63/2078403/187233.17e-032.78e-0263
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04380LungIACOsteoclast differentiation27/1053128/84653.74e-031.84e-021.22e-0227
hsa043801LungIACOsteoclast differentiation27/1053128/84653.74e-031.84e-021.22e-0227
hsa043806Oral cavityOSCCOsteoclast differentiation73/3704128/84651.60e-034.44e-032.26e-0373
hsa0438011Oral cavityOSCCOsteoclast differentiation73/3704128/84651.60e-034.44e-032.26e-0373
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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
FHL2STMPancreasPanINTMC5,MLPH,ABHD17C, etc.2.89e-01The 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.
∗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
FHL2SNVMissense_Mutationc.584N>Ap.Leu195Glnp.L195QQ14192protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FHL2insertionNonsense_Mutationnovelc.567_568insTGTAATAACACAGGAGAAGTTTTATGATGTGGGp.Thr189_Ala190insCysAsnAsnThrGlyGluValLeuTerCysGlyp.T189_A190insCNNTGEVL*CGQ14192protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FHL2deletionFrame_Shift_Delnovelc.429delCp.Asp145ThrfsTer66p.D145Tfs*66Q14192protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
FHL2SNVMissense_Mutationrs536715218c.10C>Tp.Arg4Cysp.R4CQ14192protein_codingtolerated(0.07)benign(0.022)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FHL2SNVMissense_Mutationc.613N>Tp.Asp205Tyrp.D205YQ14192protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
FHL2SNVMissense_Mutationrs752531815c.338N>Ap.Arg113Hisp.R113HQ14192protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FHL2SNVMissense_Mutationrs188279857c.725N>Ap.Arg242Glnp.R242QQ14192protein_codingdeleterious(0.04)possibly_damaging(0.805)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
FHL2SNVMissense_Mutationnovelc.363C>Ap.Ser121Argp.S121RQ14192protein_codingtolerated(0.12)possibly_damaging(0.842)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FHL2SNVMissense_Mutationnovelc.444N>Ap.Asn148Lysp.N148KQ14192protein_codingtolerated(0.28)benign(0.117)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
FHL2SNVMissense_Mutationrs373259092c.595C>Tp.Arg199Cysp.R199CQ14192protein_codingdeleterious(0)probably_damaging(0.959)TCGA-AX-A0J1-01Endometriumuterine 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
2274FHL2TRANSCRIPTION FACTOR BINDINGgemcitabineGEMCITABINE24444404
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