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: FMR1

Gene summary for FMR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FMR1

Gene ID

2332

Gene nameFMRP translational regulator 1
Gene AliasFMRP
CytomapXq27.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q06787


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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
2332FMR1LZE4THumanEsophagusESCC8.09e-051.18e-010.0811
2332FMR1LZE7THumanEsophagusESCC5.27e-045.28e-010.0667
2332FMR1LZE20THumanEsophagusESCC1.82e-031.56e-010.0662
2332FMR1LZE24THumanEsophagusESCC3.58e-195.99e-010.0596
2332FMR1LZE21THumanEsophagusESCC1.96e-041.95e-010.0655
2332FMR1LZE6THumanEsophagusESCC1.36e-049.94e-020.0845
2332FMR1P1T-EHumanEsophagusESCC1.56e-054.66e-010.0875
2332FMR1P2T-EHumanEsophagusESCC9.72e-222.68e-010.1177
2332FMR1P4T-EHumanEsophagusESCC3.22e-101.87e-010.1323
2332FMR1P5T-EHumanEsophagusESCC1.14e-081.20e-010.1327
2332FMR1P8T-EHumanEsophagusESCC7.01e-193.15e-010.0889
2332FMR1P9T-EHumanEsophagusESCC1.05e-122.97e-010.1131
2332FMR1P10T-EHumanEsophagusESCC1.22e-264.39e-010.116
2332FMR1P11T-EHumanEsophagusESCC2.25e-051.61e-010.1426
2332FMR1P12T-EHumanEsophagusESCC5.34e-192.77e-010.1122
2332FMR1P15T-EHumanEsophagusESCC4.91e-192.11e-010.1149
2332FMR1P16T-EHumanEsophagusESCC2.42e-064.91e-020.1153
2332FMR1P19T-EHumanEsophagusESCC1.00e-053.58e-010.1662
2332FMR1P20T-EHumanEsophagusESCC7.18e-051.80e-010.1124
2332FMR1P21T-EHumanEsophagusESCC3.06e-092.06e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
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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
FMR1SNVMissense_Mutationc.763N>Gp.Leu255Valp.L255VQ06787protein_codingtolerated(0.08)possibly_damaging(0.856)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
FMR1SNVMissense_Mutationnovelc.215N>Cp.Asn72Thrp.N72TQ06787protein_codingtolerated(0.05)probably_damaging(0.994)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
FMR1SNVMissense_Mutationc.1822N>Tp.Gly608Cysp.G608CQ06787protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.935)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FMR1SNVMissense_Mutationrs782738200c.1580G>Ap.Arg527Hisp.R527HQ06787protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-B6-A401-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
FMR1SNVMissense_Mutationc.1525N>Ap.Glu509Lysp.E509KQ06787protein_codingtolerated(0.11)probably_damaging(0.998)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FMR1SNVMissense_Mutationc.859N>Gp.Gln287Glup.Q287EQ06787protein_codingdeleterious(0.03)benign(0.214)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FMR1SNVMissense_Mutationnovelc.283N>Ap.Glu95Lysp.E95KQ06787protein_codingtolerated(0.09)benign(0.03)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
FMR1SNVMissense_Mutationc.690G>Tp.Met230Ilep.M230IQ06787protein_codingtolerated(0.05)possibly_damaging(0.519)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FMR1SNVMissense_Mutationc.691G>Ap.Gly231Serp.G231SQ06787protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FMR1SNVMissense_Mutationc.1525N>Ap.Glu509Lysp.E509KQ06787protein_codingtolerated(0.11)probably_damaging(0.998)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<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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