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: FAM104A

Gene summary for FAM104A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAM104A

Gene ID

84923

Gene namefamily with sequence similarity 104 member A
Gene AliasFAM104A
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q969W3


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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
84923FAM104ALZE2THumanEsophagusESCC8.71e-033.93e-010.082
84923FAM104ALZE4THumanEsophagusESCC3.31e-143.93e-010.0811
84923FAM104ALZE5THumanEsophagusESCC9.94e-032.35e-010.0514
84923FAM104ALZE7THumanEsophagusESCC2.79e-054.48e-010.0667
84923FAM104ALZE8THumanEsophagusESCC1.50e-132.54e-010.067
84923FAM104ALZE20THumanEsophagusESCC2.95e-031.03e-010.0662
84923FAM104ALZE22THumanEsophagusESCC5.08e-033.68e-010.068
84923FAM104ALZE24THumanEsophagusESCC5.51e-236.60e-010.0596
84923FAM104ALZE21THumanEsophagusESCC7.94e-064.56e-010.0655
84923FAM104ALZE6THumanEsophagusESCC3.80e-094.82e-010.0845
84923FAM104AP1T-EHumanEsophagusESCC1.52e-032.75e-010.0875
84923FAM104AP2T-EHumanEsophagusESCC4.61e-264.53e-010.1177
84923FAM104AP4T-EHumanEsophagusESCC3.30e-285.90e-010.1323
84923FAM104AP5T-EHumanEsophagusESCC1.92e-183.14e-010.1327
84923FAM104AP8T-EHumanEsophagusESCC3.37e-295.88e-010.0889
84923FAM104AP9T-EHumanEsophagusESCC2.19e-174.54e-010.1131
84923FAM104AP10T-EHumanEsophagusESCC9.02e-376.25e-010.116
84923FAM104AP11T-EHumanEsophagusESCC2.21e-197.64e-010.1426
84923FAM104AP12T-EHumanEsophagusESCC1.36e-275.31e-010.1122
84923FAM104AP15T-EHumanEsophagusESCC1.16e-327.65e-010.1149
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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
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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
FAM104ASNVMissense_Mutationc.349N>Cp.Glu117Glnp.E117QQ969W3protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.628)TCGA-A2-A0YL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
FAM104AinsertionFrame_Shift_Insrs769947396c.268dupCp.Gln90ProfsTer6p.Q90Pfs*6Q969W3protein_codingTCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FAM104ASNVMissense_Mutationnovelc.378N>Gp.Phe126Leup.F126LQ969W3protein_codingtolerated_low_confidence(0.65)benign(0)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
FAM104ASNVMissense_Mutationrs569512877c.155N>Gp.Ser52Cysp.S52CQ969W3protein_codingtolerated_low_confidence(0.14)benign(0.005)TCGA-EK-A2RM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FAM104ASNVMissense_Mutationnovelc.244N>Ap.Glu82Lysp.E82KQ969W3protein_codingtolerated(0.16)possibly_damaging(0.703)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FAM104ASNVMissense_Mutationrs777461616c.272N>Tp.Thr91Ilep.T91IQ969W3protein_codingdeleterious(0)benign(0.382)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
FAM104ASNVMissense_Mutationnovelc.344G>Tp.Ser115Ilep.S115IQ969W3protein_codingdeleterious_low_confidence(0)benign(0.007)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
FAM104ASNVMissense_Mutationrs768156778c.523G>Ap.Glu175Lysp.E175KQ969W3protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
FAM104ASNVMissense_Mutationc.374N>Ap.Ala125Glup.A125EQ969W3protein_codingdeleterious_low_confidence(0.03)benign(0.4)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FAM104ASNVMissense_Mutationrs749964305c.383C>Tp.Ala128Valp.A128VQ969W3protein_codingtolerated_low_confidence(0.17)benign(0.003)TCGA-RC-A7SB-01Liverliver hepatocellular carcinomaMale<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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