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: TTC37

Gene summary for TTC37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTC37

Gene ID

9652

Gene nametetratricopeptide repeat domain 37
Gene AliasKIAA0372
Cytomap5q15
Gene Typeprotein-coding
GO ID

GO:0000291

UniProtAcc

Q6PGP7


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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
9652TTC37LZE7THumanEsophagusESCC2.47e-051.10e-010.0667
9652TTC37LZE8THumanEsophagusESCC1.61e-023.43e-020.067
9652TTC37LZE20THumanEsophagusESCC1.18e-043.17e-020.0662
9652TTC37LZE24THumanEsophagusESCC2.34e-081.18e-010.0596
9652TTC37P1T-EHumanEsophagusESCC4.20e-022.60e-010.0875
9652TTC37P2T-EHumanEsophagusESCC1.01e-163.62e-010.1177
9652TTC37P4T-EHumanEsophagusESCC9.11e-082.36e-010.1323
9652TTC37P5T-EHumanEsophagusESCC2.03e-024.72e-020.1327
9652TTC37P8T-EHumanEsophagusESCC2.40e-182.27e-010.0889
9652TTC37P9T-EHumanEsophagusESCC1.08e-089.34e-020.1131
9652TTC37P10T-EHumanEsophagusESCC9.82e-273.26e-010.116
9652TTC37P11T-EHumanEsophagusESCC1.14e-032.68e-010.1426
9652TTC37P12T-EHumanEsophagusESCC8.77e-172.69e-010.1122
9652TTC37P15T-EHumanEsophagusESCC1.18e-037.59e-020.1149
9652TTC37P16T-EHumanEsophagusESCC2.15e-132.55e-020.1153
9652TTC37P20T-EHumanEsophagusESCC5.81e-203.47e-010.1124
9652TTC37P21T-EHumanEsophagusESCC1.43e-202.52e-010.1617
9652TTC37P22T-EHumanEsophagusESCC1.29e-212.03e-010.1236
9652TTC37P23T-EHumanEsophagusESCC4.31e-183.58e-010.108
9652TTC37P24T-EHumanEsophagusESCC1.38e-151.45e-010.1287
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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
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
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:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:000095618EsophagusESCCnuclear-transcribed mRNA catabolic process88/8552112/187239.41e-134.14e-1188
GO:00002913EsophagusESCCnuclear-transcribed mRNA catabolic process, exonucleolytic18/855219/187238.00e-067.78e-0518
GO:00344271EsophagusESCCnuclear-transcribed mRNA catabolic process, exonucleolytic, 3'-5'10/855211/187232.54e-031.08e-0210
GO:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:00064026LiverNAFLDmRNA catabolic process56/1882232/187233.49e-109.27e-0856
GO:00346556LiverNAFLDnucleobase-containing compound catabolic process80/1882407/187233.07e-094.61e-0780
GO:00064016LiverNAFLDRNA catabolic process61/1882278/187233.26e-094.76e-0761
GO:00009564LiverNAFLDnuclear-transcribed mRNA catabolic process26/1882112/187233.68e-059.23e-0426
GO:190136111LiverCirrhoticorganic cyclic compound catabolic process213/4634495/187231.58e-193.67e-17213
GO:001943911LiverCirrhoticaromatic compound catabolic process202/4634467/187236.93e-191.28e-16202
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301841Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa0301851Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa0301822ProstateTumorRNA degradation30/179179/84654.48e-042.35e-031.46e-0330
hsa0301832ProstateTumorRNA degradation30/179179/84654.48e-042.35e-031.46e-0330
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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
TTC37SNVMissense_Mutationnovelc.2380N>Tp.Ala794Serp.A794SQ6PGP7protein_codingtolerated(0.65)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TTC37SNVMissense_Mutationrs148576007c.1189C>Tp.Arg397Trpp.R397WQ6PGP7protein_codingdeleterious(0)possibly_damaging(0.447)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
TTC37SNVMissense_Mutationc.4573N>Cp.Tyr1525Hisp.Y1525HQ6PGP7protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TTC37SNVMissense_Mutationc.1121G>Cp.Arg374Prop.R374PQ6PGP7protein_codingtolerated(0.12)benign(0.045)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TTC37SNVMissense_Mutationc.1124N>Gp.Thr375Argp.T375RQ6PGP7protein_codingdeleterious(0.02)benign(0.401)TCGA-E2-A2P5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
TTC37SNVMissense_Mutationrs868011508c.1537N>Tp.Ala513Serp.A513SQ6PGP7protein_codingdeleterious(0.05)possibly_damaging(0.788)TCGA-GI-A2C8-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificAdriamycinSD
TTC37SNVMissense_Mutationc.333N>Ap.Asp111Glup.D111EQ6PGP7protein_codingdeleterious(0.03)benign(0.058)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
TTC37deletionFrame_Shift_Delnovelc.4039delNp.Thr1347LeufsTer7p.T1347Lfs*7Q6PGP7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TTC37deletionFrame_Shift_Delnovelc.2267delNp.Asn756MetfsTer15p.N756Mfs*15Q6PGP7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TTC37SNVMissense_Mutationnovelc.1460G>Tp.Arg487Ilep.R487IQ6PGP7protein_codingdeleterious(0)possibly_damaging(0.661)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
9652TTC37NAduloxetineDULOXETINE29407288
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