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: FAM3D

Gene summary for FAM3D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAM3D

Gene ID

131177

Gene nameFAM3 metabolism regulating signaling molecule D
Gene AliasEF7
Cytomap3p14.2
Gene Typeprotein-coding
GO ID

GO:0002790

UniProtAcc

A0A0A8K9B4


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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
131177FAM3DH2HumanCervixHSIL_HPV1.89e-235.45e-010.0632
131177FAM3DT2HumanCervixCC6.34e-105.08e-010.0709
131177FAM3DHTA11_3410_2000001011HumanColorectumAD7.50e-11-3.93e-010.0155
131177FAM3DHTA11_78_2000001011HumanColorectumAD1.59e-025.01e-01-0.1088
131177FAM3DHTA11_347_2000001011HumanColorectumAD6.46e-481.60e+00-0.1954
131177FAM3DHTA11_411_2000001011HumanColorectumSER8.59e-091.26e+00-0.2602
131177FAM3DHTA11_2112_2000001011HumanColorectumSER5.27e-251.84e+00-0.2196
131177FAM3DHTA11_696_2000001011HumanColorectumAD2.47e-271.31e+00-0.1464
131177FAM3DHTA11_866_2000001011HumanColorectumAD1.29e-147.82e-01-0.1001
131177FAM3DHTA11_2992_2000001011HumanColorectumSER4.00e-027.40e-01-0.1706
131177FAM3DHTA11_7663_2000001011HumanColorectumSER2.62e-069.40e-010.0131
131177FAM3DHTA11_7696_3000711011HumanColorectumAD1.02e-065.66e-010.0674
131177FAM3DHTA11_6818_2000001011HumanColorectumAD6.24e-141.52e+000.0112
131177FAM3DHTA11_6818_2000001021HumanColorectumAD8.03e-068.29e-010.0588
131177FAM3DHTA11_99999965104_69814HumanColorectumMSS4.35e-036.57e-010.281
131177FAM3DHTA11_99999974143_84620HumanColorectumMSS3.02e-16-6.08e-010.3005
131177FAM3DF007HumanColorectumFAP1.49e-06-3.21e-010.1176
131177FAM3DA001-C-207HumanColorectumFAP4.64e-022.30e-020.1278
131177FAM3DA015-C-203HumanColorectumFAP3.12e-23-7.79e-02-0.1294
131177FAM3DA015-C-204HumanColorectumFAP4.27e-05-1.61e-01-0.0228
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00158337CervixCCpeptide transport46/2311264/187239.69e-034.78e-0246
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0050796ColorectumADregulation of insulin secretion54/3918165/187232.60e-043.25e-0354
GO:0030073ColorectumADinsulin secretion61/3918195/187234.28e-044.81e-0361
GO:0015833ColorectumADpeptide transport77/3918264/187238.90e-048.60e-0377
GO:0090087ColorectumADregulation of peptide transport60/3918202/187231.94e-031.58e-0260
GO:0030072ColorectumADpeptide hormone secretion68/3918236/187232.39e-031.85e-0268
GO:0002791ColorectumADregulation of peptide secretion59/3918200/187232.50e-031.92e-0259
GO:0090276ColorectumADregulation of peptide hormone secretion58/3918196/187232.51e-031.92e-0258
GO:0002790ColorectumADpeptide secretion69/3918242/187232.97e-032.22e-0269
GO:0042886ColorectumADamide transport83/3918301/187233.37e-032.46e-0283
GO:0002792ColorectumADnegative regulation of peptide secretion17/391844/187235.46e-033.56e-0217
GO:0046676ColorectumADnegative regulation of insulin secretion15/391838/187237.01e-034.31e-0215
GO:00507081ColorectumSERregulation of protein secretion63/2897268/187233.42e-045.39e-0363
GO:00093061ColorectumSERprotein secretion79/2897359/187235.99e-048.19e-0379
GO:00355921ColorectumSERestablishment of protein localization to extracellular region79/2897360/187236.54e-048.77e-0379
GO:00716921ColorectumSERprotein localization to extracellular region80/2897368/187238.13e-041.01e-0280
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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
FAM3DSNVMissense_Mutationc.640N>Cp.Glu214Glnp.E214QQ96BQ1protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FAM3DSNVMissense_Mutationrs149077834c.128N>Tp.Ser43Leup.S43LQ96BQ1protein_codingtolerated(0.22)benign(0.034)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
FAM3DSNVMissense_Mutationc.298N>Tp.Gly100Cysp.G100CQ96BQ1protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FAM3DdeletionFrame_Shift_Delc.416delGp.Gly139ValfsTer16p.G139Vfs*16Q96BQ1protein_codingTCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FAM3DSNVMissense_Mutationnovelc.335N>Tp.Ala112Valp.A112VQ96BQ1protein_codingtolerated(0.12)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
FAM3DSNVMissense_Mutationrs547933815c.53N>Tp.Thr18Metp.T18MQ96BQ1protein_codingtolerated(0.28)possibly_damaging(0.653)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
FAM3DSNVMissense_Mutationc.109N>Ap.Pro37Thrp.P37TQ96BQ1protein_codingtolerated(0.41)possibly_damaging(0.857)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FAM3DSNVMissense_Mutationc.368C>Ap.Ser123Tyrp.S123YQ96BQ1protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
FAM3DSNVMissense_Mutationc.109C>Tp.Pro37Serp.P37SQ96BQ1protein_codingtolerated(0.58)possibly_damaging(0.724)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
FAM3DSNVMissense_Mutationrs867222900c.658C>Tp.Pro220Serp.P220SQ96BQ1protein_codingdeleterious(0.01)probably_damaging(1)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<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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