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: FRMD5

Gene summary for FRMD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FRMD5

Gene ID

84978

Gene nameFERM domain containing 5
Gene AliasFRMD5
Cytomap15q15.3
Gene Typeprotein-coding
GO ID

GO:0006928

UniProtAcc

B3KVN9


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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
84978FRMD5HTA11_78_2000001011HumanColorectumAD1.36e-02-4.63e-01-0.1088
84978FRMD5A015-C-203HumanColorectumFAP8.27e-15-4.03e-01-0.1294
84978FRMD5A015-C-204HumanColorectumFAP1.36e-04-4.37e-01-0.0228
84978FRMD5A002-C-201HumanColorectumFAP6.06e-05-2.10e-010.0324
84978FRMD5A001-C-108HumanColorectumFAP2.45e-04-3.35e-01-0.0272
84978FRMD5A002-C-205HumanColorectumFAP1.27e-09-2.46e-01-0.1236
84978FRMD5A015-C-006HumanColorectumFAP7.58e-09-5.08e-01-0.0994
84978FRMD5A015-C-106HumanColorectumFAP2.36e-04-3.36e-01-0.0511
84978FRMD5A002-C-114HumanColorectumFAP9.62e-10-4.31e-01-0.1561
84978FRMD5A015-C-104HumanColorectumFAP7.34e-14-4.20e-01-0.1899
84978FRMD5A001-C-014HumanColorectumFAP7.07e-05-3.48e-010.0135
84978FRMD5A002-C-016HumanColorectumFAP1.35e-11-2.62e-010.0521
84978FRMD5A015-C-002HumanColorectumFAP9.81e-06-3.91e-01-0.0763
84978FRMD5A001-C-203HumanColorectumFAP2.07e-04-2.61e-01-0.0481
84978FRMD5A002-C-116HumanColorectumFAP3.18e-16-3.96e-01-0.0452
84978FRMD5A014-C-008HumanColorectumFAP4.41e-10-5.47e-01-0.191
84978FRMD5A018-E-020HumanColorectumFAP9.02e-13-4.85e-01-0.2034
84978FRMD5F034HumanColorectumFAP3.14e-10-3.39e-01-0.0665
84978FRMD5CRC-1-8810HumanColorectumCRC8.49e-13-5.06e-010.6257
84978FRMD5CRC-3-11773HumanColorectumCRC1.22e-02-2.56e-010.2564
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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
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
∗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:0031032ColorectumADactomyosin structure organization65/3918196/187234.17e-057.37e-0465
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:00310323ColorectumFAPactomyosin structure organization51/2622196/187235.89e-061.88e-0451
GO:00457854ColorectumFAPpositive regulation of cell adhesion92/2622437/187233.09e-057.04e-0492
GO:00310324ColorectumCRCactomyosin structure organization45/2078196/187231.49e-068.14e-0545
GO:00457855ColorectumCRCpositive regulation of cell adhesion81/2078437/187232.28e-061.10e-0481
GO:004578517EndometriumEECpositive regulation of cell adhesion98/2168437/187236.15e-118.38e-0998
GO:003103214EndometriumEECactomyosin structure organization46/2168196/187231.94e-065.80e-0546
GO:200014613EndometriumEECnegative regulation of cell motility71/2168359/187233.98e-061.04e-0471
GO:005127113EndometriumEECnegative regulation of cellular component movement72/2168367/187234.59e-061.15e-0472
GO:004001312EndometriumEECnegative regulation of locomotion74/2168391/187231.28e-052.59e-0474
GO:00457858LungIACpositive regulation of cell adhesion87/2061437/187232.59e-083.13e-0687
GO:00310327LungIACactomyosin structure organization46/2061196/187234.70e-073.10e-0546
GO:2000146LungIACnegative regulation of cell motility56/2061359/187234.58e-033.62e-0256
GO:0051271LungIACnegative regulation of cellular component movement57/2061367/187234.67e-033.67e-0257
GO:0040013LungIACnegative regulation of locomotion60/2061391/187234.94e-033.78e-0260
GO:004578513LungAISpositive regulation of cell adhesion77/1849437/187233.40e-072.83e-0577
GO:003103213LungAISactomyosin structure organization43/1849196/187234.08e-073.25e-0543
GO:00400131LungAISnegative regulation of locomotion57/1849391/187231.80e-032.03e-0257
GO:00512711LungAISnegative regulation of cellular component movement53/1849367/187233.11e-033.00e-0253
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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
FRMD5SNVMissense_Mutationnovelc.590N>Cp.Arg197Thrp.R197TQ7Z6J6protein_codingdeleterious(0.04)benign(0.346)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
FRMD5SNVMissense_Mutationc.1639N>Gp.Gln547Glup.Q547EQ7Z6J6protein_codingtolerated(1)benign(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FRMD5SNVMissense_Mutationc.1166N>Ap.Ser389Tyrp.S389YQ7Z6J6protein_codingdeleterious(0.01)benign(0.115)TCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
FRMD5SNVMissense_Mutationc.268N>Gp.Met90Valp.M90VQ7Z6J6protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
FRMD5insertionIn_Frame_Insnovelc.1052_1053insGCCGGCAGCAAGCACAGTGCAGAGTTCTGATCAGGAAGCCAAGGTp.Ser351delinsArgProAlaAlaSerThrValGlnSerSerAspGlnGluAlaLysValp.S351delinsRPAASTVQSSDQEAKVQ7Z6J6protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
FRMD5SNVMissense_Mutationc.205N>Tp.Arg69Trpp.R69WQ7Z6J6protein_codingdeleterious(0)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FRMD5SNVMissense_Mutationrs765767175c.1471N>Ap.Glu491Lysp.E491KQ7Z6J6protein_codingtolerated(0.92)benign(0.015)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
FRMD5SNVMissense_Mutationrs148081959c.1178N>Ap.Arg393Hisp.R393HQ7Z6J6protein_codingtolerated(0.12)benign(0.003)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRMD5SNVMissense_Mutationc.1490T>Gp.Phe497Cysp.F497CQ7Z6J6protein_codingtolerated(0.16)probably_damaging(0.97)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
FRMD5SNVMissense_Mutationrs150697882c.1150N>Tp.Arg384Trpp.R384WQ7Z6J6protein_codingdeleterious(0)benign(0.328)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=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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