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: FMNL1

Gene summary for FMNL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FMNL1

Gene ID

752

Gene nameformin like 1
Gene AliasC17orf1
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O95466


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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
752FMNL1male-WTAHumanThyroidPTC5.43e-046.85e-020.1037
752FMNL1PTC05HumanThyroidPTC7.87e-032.41e-010.2065
752FMNL1PTC06HumanThyroidPTC1.12e-041.29e-010.2057
752FMNL1PTC07HumanThyroidPTC6.60e-091.37e-010.2044
752FMNL1ATC09HumanThyroidATC1.19e-083.22e-010.2871
752FMNL1ATC11HumanThyroidATC8.51e-033.22e-010.3386
752FMNL1ATC1HumanThyroidATC4.18e-093.60e-010.2878
752FMNL1ATC2HumanThyroidATC4.99e-141.10e+000.34
752FMNL1ATC3HumanThyroidATC1.54e-043.39e-010.338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0022604112ThyroidPTCregulation of cell morphogenesis165/5968309/187232.60e-151.82e-13165
GO:0008360111ThyroidPTCregulation of cell shape86/5968154/187236.22e-101.95e-0886
GO:0030865110ThyroidPTCcortical cytoskeleton organization38/596861/187239.77e-071.46e-0538
GO:003086616ThyroidPTCcortical actin cytoskeleton organization25/596840/187236.51e-055.72e-0425
GO:00510144ThyroidPTCactin filament severing10/596816/187231.13e-024.49e-0210
GO:002260429ThyroidATCregulation of cell morphogenesis171/6293309/187232.36e-151.70e-13171
GO:000836026ThyroidATCregulation of cell shape91/6293154/187237.33e-112.31e-0991
GO:003086523ThyroidATCcortical cytoskeleton organization41/629361/187238.28e-081.43e-0641
GO:003086617ThyroidATCcortical actin cytoskeleton organization28/629340/187232.77e-063.19e-0528
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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
FMNL1SNVMissense_Mutationc.1378N>Ap.Pro460Thrp.P460TO95466protein_codingtolerated(0.58)benign(0.007)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FMNL1SNVMissense_Mutationc.3289G>Ap.Glu1097Lysp.E1097KO95466protein_codingdeleterious_low_confidence(0.02)benign(0.404)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
FMNL1SNVMissense_Mutationc.850N>Ap.Gly284Argp.G284RO95466protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
FMNL1SNVMissense_Mutationc.635N>Ap.Arg212Lysp.R212KO95466protein_codingtolerated(0.1)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FMNL1SNVMissense_Mutationrs146945062c.941N>Ap.Arg314Glnp.R314QO95466protein_codingtolerated(0.09)benign(0)TCGA-C5-A7CG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FMNL1SNVMissense_Mutationrs778995612c.2974N>Tp.Arg992Cysp.R992CO95466protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FMNL1SNVMissense_Mutationc.768N>Cp.Glu256Aspp.E256DO95466protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FMNL1SNVMissense_Mutationc.839N>Cp.Cys280Serp.C280SO95466protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FMNL1SNVMissense_Mutationc.2779N>Cp.Glu927Glnp.E927QO95466protein_codingdeleterious(0)possibly_damaging(0.898)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FMNL1SNVMissense_Mutationnovelc.1421N>Tp.Ser474Leup.S474LO95466protein_codingtolerated(0.09)benign(0.368)TCGA-MA-AA3X-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
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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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