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: FAM134B

Gene summary for FAM134B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAM134B

Gene ID

54463

Gene namereticulophagy regulator 1
Gene AliasFAM134B
Cytomap5p15.1
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

Q9H6L5


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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
54463FAM134BHTA11_99999970781_79442HumanColorectumMSS1.49e-436.96e-010.294
54463FAM134BHTA11_99999965062_69753HumanColorectumMSI-H7.89e-033.79e-010.3487
54463FAM134BHTA11_99999965104_69814HumanColorectumMSS1.85e-329.08e-010.281
54463FAM134BHTA11_99999971662_82457HumanColorectumMSS3.17e-285.45e-010.3859
54463FAM134BHTA11_99999973899_84307HumanColorectumMSS3.35e-114.23e-010.2585
54463FAM134BHTA11_99999974143_84620HumanColorectumMSS9.32e-102.13e-010.3005
54463FAM134BP2T-EHumanEsophagusESCC1.96e-051.32e-010.1177
54463FAM134BP4T-EHumanEsophagusESCC6.76e-154.63e-010.1323
54463FAM134BP5T-EHumanEsophagusESCC1.51e-091.53e-010.1327
54463FAM134BP8T-EHumanEsophagusESCC3.21e-068.27e-020.0889
54463FAM134BP10T-EHumanEsophagusESCC6.35e-102.53e-010.116
54463FAM134BP11T-EHumanEsophagusESCC5.08e-053.36e-010.1426
54463FAM134BP12T-EHumanEsophagusESCC1.05e-173.72e-010.1122
54463FAM134BP22T-EHumanEsophagusESCC1.08e-064.92e-020.1236
54463FAM134BP26T-EHumanEsophagusESCC1.26e-132.36e-010.1276
54463FAM134BP28T-EHumanEsophagusESCC5.05e-131.87e-010.1149
54463FAM134BP32T-EHumanEsophagusESCC1.35e-111.15e-010.1666
54463FAM134BP37T-EHumanEsophagusESCC2.22e-052.65e-020.1371
54463FAM134BP39T-EHumanEsophagusESCC2.17e-026.48e-030.0894
54463FAM134BP40T-EHumanEsophagusESCC3.81e-021.47e-010.109
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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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
FAM134BSNVMissense_Mutationnovelc.1023N>Cp.Glu341Aspp.E341DQ9H6L5protein_codingdeleterious(0.03)benign(0.017)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FAM134BSNVMissense_Mutationc.592N>Gp.Leu198Valp.L198VQ9H6L5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
FAM134BSNVMissense_Mutationc.656N>Cp.Leu219Prop.L219PQ9H6L5protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FAM134BSNVMissense_Mutationc.709N>Ap.Asp237Asnp.D237NQ9H6L5protein_codingtolerated(0.13)possibly_damaging(0.596)TCGA-C8-A27A-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
FAM134BSNVMissense_Mutationc.979N>Tp.Pro327Serp.P327SQ9H6L5protein_codingdeleterious(0)probably_damaging(0.946)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FAM134BSNVMissense_Mutationc.964T>Cp.Ser322Prop.S322PQ9H6L5protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FAM134BSNVMissense_Mutationnovelc.562N>Gp.Phe188Valp.F188VQ9H6L5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FAM134BSNVMissense_Mutationrs749712805c.364G>Ap.Val122Ilep.V122IQ9H6L5protein_codingtolerated(0.52)benign(0.011)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
FAM134BSNVMissense_Mutationc.1031C>Tp.Ser344Phep.S344FQ9H6L5protein_codingdeleterious(0.04)possibly_damaging(0.467)TCGA-AD-A5EK-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FAM134BSNVMissense_Mutationc.1463N>Cp.Gly488Alap.G488AQ9H6L5protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<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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