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: FAM91A1

Gene summary for FAM91A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAM91A1

Gene ID

157769

Gene namefamily with sequence similarity 91 member A1
Gene AliasFAM91A1
Cytomap8q24.13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q658Y4


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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
157769FAM91A1P130T-EHumanEsophagusESCC7.38e-397.82e-010.1676
157769FAM91A1HCC1_MengHumanLiverHCC9.76e-631.48e-010.0246
157769FAM91A1HCC2_MengHumanLiverHCC3.12e-271.97e-010.0107
157769FAM91A1HCC1HumanLiverHCC2.29e-022.71e+000.5336
157769FAM91A1HCC2HumanLiverHCC3.40e-314.04e+000.5341
157769FAM91A1Pt13.bHumanLiverHCC2.63e-091.96e-010.0251
157769FAM91A1Pt14.aHumanLiverHCC2.00e-053.99e-010.0169
157769FAM91A1S014HumanLiverHCC1.19e-218.07e-010.2254
157769FAM91A1S015HumanLiverHCC2.50e-201.01e+000.2375
157769FAM91A1S016HumanLiverHCC4.92e-227.36e-010.2243
157769FAM91A1S027HumanLiverHCC5.39e-131.26e+000.2446
157769FAM91A1S028HumanLiverHCC1.10e-301.43e+000.2503
157769FAM91A1S029HumanLiverHCC1.96e-291.48e+000.2581
157769FAM91A1C04HumanOral cavityOSCC1.06e-208.69e-010.2633
157769FAM91A1C21HumanOral cavityOSCC2.18e-287.52e-010.2678
157769FAM91A1C30HumanOral cavityOSCC1.70e-451.43e+000.3055
157769FAM91A1C38HumanOral cavityOSCC4.12e-086.33e-010.172
157769FAM91A1C43HumanOral cavityOSCC3.09e-092.39e-010.1704
157769FAM91A1C51HumanOral cavityOSCC1.54e-251.00e+000.2674
157769FAM91A1C57HumanOral cavityOSCC2.15e-175.05e-010.1679
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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
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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00069038EsophagusESCCvesicle targeting38/855245/187238.42e-081.43e-0638
GO:00990222EsophagusESCCvesicle tethering10/855211/187232.54e-031.08e-0210
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:005165021LiverHCCestablishment of vesicle localization103/7958161/187232.94e-086.69e-07103
GO:005164821LiverHCCvesicle localization107/7958177/187231.05e-061.57e-05107
GO:000690311LiverHCCvesicle targeting34/795845/187236.75e-068.08e-0534
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:00069037Oral cavityOSCCvesicle targeting38/730545/187234.49e-101.19e-0838
GO:00516509Oral cavityOSCCestablishment of vesicle localization101/7305161/187238.79e-102.17e-08101
GO:00516489Oral cavityOSCCvesicle localization105/7305177/187233.30e-086.30e-07105
GO:0099022Oral cavityOSCCvesicle tethering10/730511/187235.78e-043.30e-0310
GO:005165615Oral cavityLPestablishment of organelle localization147/4623390/187236.01e-092.46e-07147
GO:000690314Oral cavityLPvesicle targeting27/462345/187235.03e-071.40e-0527
GO:005165015Oral cavityLPestablishment of vesicle localization64/4623161/187231.65e-052.86e-0464
GO:005164814Oral cavityLPvesicle localization66/4623177/187231.25e-041.46e-0366
GO:005165623Oral cavityEOLPestablishment of organelle localization73/2218390/187234.59e-056.11e-0473
GO:005165022Oral cavityEOLPestablishment of vesicle localization35/2218161/187232.54e-042.47e-0335
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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
FAM91A1SNVMissense_Mutationrs201587994c.1253N>Cp.Asp418Alap.D418AQ658Y4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FAM91A1SNVMissense_Mutationc.1681N>Tp.Pro561Serp.P561SQ658Y4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FAM91A1SNVMissense_Mutationrs201587994c.1253A>Cp.Asp418Alap.D418AQ658Y4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
FAM91A1SNVMissense_Mutationc.1000N>Tp.Asp334Tyrp.D334YQ658Y4protein_codingdeleterious(0.01)possibly_damaging(0.563)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
FAM91A1SNVMissense_Mutationc.1261C>Gp.Leu421Valp.L421VQ658Y4protein_codingtolerated(0.08)probably_damaging(0.986)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FAM91A1SNVMissense_Mutationrs201587994c.1253N>Cp.Asp418Alap.D418AQ658Y4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FAM91A1SNVMissense_Mutationc.1261N>Gp.Leu421Valp.L421VQ658Y4protein_codingtolerated(0.08)probably_damaging(0.986)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FAM91A1SNVMissense_Mutationc.215N>Ap.Arg72Glnp.R72QQ658Y4protein_codingtolerated(0.08)probably_damaging(0.986)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FAM91A1SNVMissense_Mutationc.1522A>Gp.Thr508Alap.T508AQ658Y4protein_codingtolerated(0.07)benign(0.037)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FAM91A1SNVMissense_Mutationrs201587994c.1253N>Cp.Asp418Alap.D418AQ658Y4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
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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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