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: TTC14

Gene summary for TTC14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTC14

Gene ID

151613

Gene nametetratricopeptide repeat domain 14
Gene AliasDRDL5813
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q69YS0


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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
151613TTC14LZE2DHumanEsophagusHGIN7.87e-037.22e-010.0642
151613TTC14LZE2THumanEsophagusESCC8.84e-108.86e-010.082
151613TTC14LZE4THumanEsophagusESCC7.02e-082.27e-010.0811
151613TTC14LZE5THumanEsophagusESCC2.24e-042.37e-010.0514
151613TTC14LZE7THumanEsophagusESCC6.14e-115.06e-010.0667
151613TTC14LZE8THumanEsophagusESCC3.88e-062.32e-010.067
151613TTC14LZE20THumanEsophagusESCC3.21e-062.89e-010.0662
151613TTC14LZE22D1HumanEsophagusHGIN6.13e-053.17e-010.0595
151613TTC14LZE22THumanEsophagusESCC2.47e-021.79e-010.068
151613TTC14LZE24THumanEsophagusESCC4.16e-265.81e-010.0596
151613TTC14LZE21THumanEsophagusESCC8.83e-085.04e-010.0655
151613TTC14LZE6THumanEsophagusESCC2.55e-103.67e-010.0845
151613TTC14P1T-EHumanEsophagusESCC2.53e-135.85e-010.0875
151613TTC14P2T-EHumanEsophagusESCC4.60e-275.95e-010.1177
151613TTC14P4T-EHumanEsophagusESCC8.06e-337.16e-010.1323
151613TTC14P5T-EHumanEsophagusESCC8.28e-245.41e-010.1327
151613TTC14P8T-EHumanEsophagusESCC7.80e-337.25e-010.0889
151613TTC14P9T-EHumanEsophagusESCC2.55e-205.14e-010.1131
151613TTC14P10T-EHumanEsophagusESCC1.20e-488.60e-010.116
151613TTC14P11T-EHumanEsophagusESCC1.94e-177.84e-010.1426
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
TTC14SNVMissense_Mutationc.419G>Tp.Gly140Valp.G140VQ96N46protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
TTC14SNVMissense_Mutationc.1829N>Ap.Ser610Asnp.S610NQ96N46protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.866)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TTC14SNVMissense_Mutationc.704G>Ap.Arg235Lysp.R235KQ96N46protein_codingtolerated(0.18)benign(0.007)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TTC14SNVMissense_Mutationc.2166N>Gp.Ile722Metp.I722MQ96N46protein_codingtolerated_low_confidence(0.26)possibly_damaging(0.713)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
TTC14SNVMissense_Mutationc.944N>Cp.Val315Alap.V315AQ96N46protein_codingdeleterious(0)possibly_damaging(0.847)TCGA-EW-A1P7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinPD
TTC14SNVMissense_Mutationnovelc.13N>Tp.Leu5Phep.L5FQ96N46protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
TTC14SNVMissense_Mutationc.1262N>Gp.Ala421Glyp.A421GQ96N46protein_codingdeleterious(0.04)possibly_damaging(0.505)TCGA-A6-6138-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TTC14SNVMissense_Mutationc.170N>Tp.Lys57Metp.K57MQ96N46protein_codingdeleterious(0.02)benign(0.015)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TTC14SNVMissense_Mutationnovelc.1751T>Ap.Leu584Hisp.L584HQ96N46protein_codingtolerated_low_confidence(0.21)possibly_damaging(0.845)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TTC14SNVMissense_Mutationrs150698778c.2065G>Ap.Ala689Thrp.A689TQ96N46protein_codingtolerated_low_confidence(0.72)benign(0.022)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
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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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