Drug response prediction by ensemble learning and drug-induced gene expression signatures.

Abstract:

:Chemotherapeutic response of cancer cells to a given compound is one of the most fundamental information one requires to design anti-cancer drugs. Recently, considerable amount of drug-induced gene expression data has become publicly available, in addition to cytotoxicity databases. These large sets of data provided an opportunity to apply machine learning methods to predict drug activity. However, due to the complexity of cancer drug mechanisms, none of the existing methods is perfect. In this paper, we propose a novel ensemble learning method to predict drug response. In addition, we attempt to use the drug screen data together with two novel signatures produced from the drug-induced gene expression profiles of cancer cell lines. Finally, we evaluate predictions by in vitro experiments in addition to the tests on data sets. The predictions of the methods, the signatures and the software are available from http://mtan.etu.edu.tr/drug-response-prediction/.

journal_name

Genomics

journal_title

Genomics

authors

Tan M,Özgül OF,Bardak B,Ekşioğlu I,Sabuncuoğlu S

doi

10.1016/j.ygeno.2018.07.002

subject

Has Abstract

pub_date

2019-09-01 00:00:00

pages

1078-1088

issue

5

eissn

0888-7543

issn

1089-8646

pii

S0888-7543(18)30241-6

journal_volume

111

pub_type

杂志文章

相关文献

GENOMICS文献大全
  • Statistical power for identifying nucleotide markers associated with quantitative traits in genome-wide association analysis using a mixed model.

    abstract::Use of mixed models is in the spotlight as an emerging method for genome-wide association studies (GWASs). This study investigated the statistical power for identifying nucleotide variants associated with quantitative traits using the mixed model methodology. Quantitative traits were simulated through design of herita...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2014.11.001

    authors: Shin J,Lee C

    更新日期:2015-01-01 00:00:00

  • Structural organization of the human microsomal glutathione S-transferase gene (GST12).

    abstract::The primary structure of the human microsomal glutathione S-transferase gene (GST12) was determined by genomic cloning. The gene structure of GST12 spans 12.8 kb and consists of four exons and three introns. The coding sequence resides on exons 2, 3, and 4. Sequencing of the exons revealed two nucleotide differences c...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1996.0429

    authors: Kelner MJ,Stokely MN,Stovall NE,Montoya MA

    更新日期:1996-08-15 00:00:00

  • Genomic structure and mapping of the chromosomal gene for transcobalamin I (TCN1): comparison to human intrinsic factor.

    abstract::Transcobalamin I (TCI) is a vitamin B12 binding protein that is found in the secondary granules of mature neutrophils. The expression of the gene for TCI (TCN1) within neutrophils has been shown to be restricted to the later stages of myeloid development and can therefore be used as a marker for granulocyte differenti...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/0888-7543(92)90435-u

    authors: Johnston J,Yang-Feng T,Berliner N

    更新日期:1992-03-01 00:00:00

  • Construction and characterization of a bovine bacterial artificial chromosome library.

    abstract::A bacterial artificial chromosome (BAC) library has been constructed for use in bovine genome mapping using constructed for use in bovine genome mapping using the pBeloBAC11 vector. Currently, the library consists of 23,040 clones, which achieves a 70% probability (P=0.70) of the library containing a specific unique D...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1995.9986

    authors: Cai L,Taylor JF,Wing RA,Gallagher DS,Woo SS,Davis SK

    更新日期:1995-09-20 00:00:00

  • Defective repair of radiation-induced DNA damage is complemented by a CHORI-230-65K18 BAC clone on rat chromosome 4.

    abstract::The Long Evans cinnamon (LEC) rat is highly susceptible to X-irradiation due to defective DNA repair and is thus a model for hepatocellular carcinogenesis. We constructed a bacterial artificial chromosome (BAC) contig of rat chromosome 4 completely covering the region associated with radiation susceptibility. We used ...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2005.09.020

    authors: Tsuji AB,Sugyo A,Sudo H,Sagara M,Ishikawa A,Ohtsuki M,Kimura T,Ogiu T,Miyagishi M,Taira K,Imai T,Harada YN

    更新日期:2006-02-01 00:00:00

  • Five-color-based high-information-content fingerprinting of bacterial artificial chromosome clones using type IIS restriction endonucleases.

    abstract::We have developed a high-information-content fingerprinting (HICF) system for bacterial artificial chromosome (BAC) clones using a Type IIS restriction endonuclease, HgaI, paired with a Type II restriction endonuclease, RsaI. In the method described, unknown five-base overhangs generated with HgaI are partially or ful...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.2001.6547

    authors: Ding Y,Johnson MD,Chen WQ,Wong D,Chen YJ,Benson SC,Lam JY,Kim YM,Shizuya H

    更新日期:2001-06-01 00:00:00

  • Structure of the mouse arylsulfatase A gene and cDNA.

    abstract::The murine arylsulfatase A (ARSA) gene and cDNA have been cloned and sequenced. The gene is 3.8 kb long and contains eight exons. All intron/exon splice junctions conform to the GT/AG consensus sequence. The genomic structure is similar to that of the human gene. One major RNA species of 3.2 kb is transcribed. This RN...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1994.1055

    authors: Kreysing J,Polten A,Hess B,von Figura K,Menz K,Steiner F,Gieselmann V

    更新日期:1994-01-15 00:00:00

  • Targeted construction of a high-resolution, integrated, comprehensive, and comparative map for a region specific to bovine chromosome 6 based on radiation hybrid mapping.

    abstract::To resolve a candidate chromosome region on the middle part of bovine chromosome 6 (BTA6) containing several different quantitative trait locus (QTL) intervals, we constructed a high-resolution, integrated, comprehensive, and comparative map using a 12,000-rad, whole-genome, cattle-hamster radiation hybrid (RH) panel....

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.2002.6778

    authors: Weikard R,Kühn C,Goldammer T,Laurent P,Womack JE,Schwerin M

    更新日期:2002-06-01 00:00:00

  • A 1.5-Mb-resolution radiation hybrid map of the cat genome and comparative analysis with the canine and human genomes.

    abstract::We report the construction of a 1.5-Mb-resolution radiation hybrid map of the domestic cat genome. This new map includes novel microsatellite loci and markers derived from the 2X genome sequence that target previous gaps in the feline-human comparative map. Ninety-six percent of the 1793 cat markers we mapped have ide...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2006.08.007

    authors: Murphy WJ,Davis B,David VA,Agarwala R,Schäffer AA,Pearks Wilkerson AJ,Neelam B,O'Brien SJ,Menotti-Raymond M

    更新日期:2007-02-01 00:00:00

  • Molecular cloning and chromosomal localization of the human alpha 7-nicotinic receptor subunit gene (CHRNA7).

    abstract::We have isolated cDNA and genomic clones coding for the human alpha 7 neuronal nicotinic receptor subunit, the major component of brain nicotinic receptors that are blocked by alpha-bungarotoxin. The human alpha 7 neuronal nicotinic cDNA encodes a mature protein of 479 amino acids that is highly homologous to the rat ...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1994.1075

    authors: Chini B,Raimond E,Elgoyhen AB,Moralli D,Balzaretti M,Heinemann S

    更新日期:1994-01-15 00:00:00

  • Two acetyl-CoA acetyltransferase genes located in the t-complex region of mouse chromosome 17 partially overlap the Tcp-1 and Tcp-1x genes.

    abstract::The Tcp-1 gene is located in the t-complex region of mouse chromosome 17 and on the long arm of human chromosome 6. In the mouse, a related gene, Tcp-1x, is tightly linked to Tcp-1. It is shown here that two genes located 3' to the murine Tcp-1 and Tcp-1x genes code for proteins highly homologous to acetyl-CoA acetylt...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1993.1454

    authors: Ashworth A

    更新日期:1993-11-01 00:00:00

  • Visual mapping by fiber-FISH.

    abstract::FISH techniques have opened new possibilities for high-resolution genome mapping. Effective utilization of these techniques for the rapid orientation and ordering of adjacent and overlapping probes as well as for the characterization of long-range genomic contigs would facilitate physical mapping and positional clonin...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1995.0005

    authors: Heiskanen M,Hellsten E,Kallioniemi OP,Mäkelä TP,Alitalo K,Peltonen L,Palotie A

    更新日期:1995-11-01 00:00:00

  • Molecular cloning of a human co-beta-glucosidase cDNA: evidence that four sphingolipid hydrolase activator proteins are encoded by single genes in humans and rats.

    abstract::Authentic cDNAs encoding the activator protein for acid beta-glucosidase (EC3.2.1.45), co-beta-glucosidase, were cloned from the pCD and lambda gt11 human cDNA libraries. Initial screening with oligonucleotide mixtures encoding amino acid sequences of co-beta-glucosidase identified partial cDNAs which were used to obt...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/0888-7543(89)90014-1

    authors: Rorman EG,Grabowski GA

    更新日期:1989-10-01 00:00:00

  • Molecular cloning of a highly conserved mouse and human integral membrane protein (Itm1) and genetic mapping to mouse chromosome 9.

    abstract::We have isolated and characterized a novel cDNA coding for a highly hydrophobic protein (B5) from a fetal mouse mandibular condyle cDNA library. The full-length mouse B5 cDNA is 3095 nucleotides long and contains a potential open reading frame coding for a protein of 705 amino acids with a calculated molecular weight ...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1996.0051

    authors: Hong G,Deleersnijder W,Kozak CA,Van Marck E,Tylzanowski P,Merregaert J

    更新日期:1996-02-01 00:00:00

  • Identification of prokaryotic promoters and their strength by integrating heterogeneous features.

    abstract::The promoter is a regulatory DNA region and important for gene transcriptional regulation. It is located near the transcription start site (TSS) upstream of the corresponding gene. In the post-genomics era, the availability of data makes it possible to build computational models for robustly detecting the promoters as...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2019.08.009

    authors: Tayara H,Tahir M,Chong KT

    更新日期:2020-03-01 00:00:00

  • Contrast features of CpG islands in the promoter and other regions in the dog genome.

    abstract::The recent release of the domestic dog genome provides us with an ideal opportunity to investigate dog-specific genomic features. In this study, we performed a systematic analysis of CpG islands (CGIs), which are often considered gene markers, in the dog genome. Relative to the human and mouse genomes, the dog genome ...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2009.04.007

    authors: Han L,Zhao Z

    更新日期:2009-08-01 00:00:00

  • TrioMDR: Detecting SNP interactions in trio families with model-based multifactor dimensionality reduction.

    abstract::Single nucleotide polymorphism (SNP) interactions can explain the missing heritability of common complex diseases. Many interaction detection methods have been proposed in genome-wide association studies, and they can be divided into two types: population-based and family-based. Compared with population-based methods,...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2018.07.014

    authors: Liu J,Yu G,Ren Y,Guo M,Wang J

    更新日期:2019-09-01 00:00:00

  • Pseudomonas putida modulates the expression of miRNAs and their target genes in response to drought and salt stresses in chickpea (Cicer arietinum L.).

    abstract::MicroRNAs are small non-coding regulatory RNA molecules that play an important role in the modulation of gene expression during various environmental stresses. Pseudomonas putida RA, a plant growth promoting rhizobacteria (PGPR) colonizes the root surface of plants improving their growth and development during abiotic...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2018.01.007

    authors: Jatan R,Chauhan PS,Lata C

    更新日期:2019-07-01 00:00:00

  • Analysis of expressed sequence tags from a fetal human heart cDNA library.

    abstract::Single-pass sequencing of randomly selected cDNA clones to generate expressed sequence tags (ESTs) has been widely used to identify novel genes and to study gene expression in a variety of tissues. We have generated 2244 ESTs from a human fetal heart library (GenBank Accession Nos. R30692-30774 and R56965-58824), whic...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1995.9874

    authors: Hwang DM,Fung YW,Wang RX,Laurenssen CM,Ng SH,Lam WY,Tsui KW,Fung KP,Waye M,Lee CY

    更新日期:1995-11-20 00:00:00

  • Chromosomal distribution of the human cardiovascular transcriptome.

    abstract::On the basis of previous observations in chromosomes 21 and 22, we hypothesize that there is a tissue-specific organization of cardiovascular gene transcripts in the human genome. To examine the distribution of heart-derived transcripts, we assigned a nonredundant set of 4628 fetal and 3574 adult known and uncharacter...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/s0888-7543(03)00008-9

    authors: Barrans JD,Ip J,Lam CW,Hwang IL,Dzau VJ,Liew CC

    更新日期:2003-05-01 00:00:00

  • Pax1, a member of the paired box-containing class of developmental control genes, is mapped to human chromosome 20p11.2 by in situ hybridization (ISH and FISH).

    abstract::Pax-1, a member of a murine multigene family, belongs to the paired box-containing class of developmental control genes first identified in Drosophila. The Pax-1 gene encodes a sequence-specific DNA-binding protein with transcriptional activating properties and has been found to be mutated in the autosomal recessive m...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/s0888-7543(05)80177-6

    authors: Schnittger S,Rao VV,Deutsch U,Gruss P,Balling R,Hansmann I

    更新日期:1992-11-01 00:00:00

  • Cloning and gene mapping of the mouse homologue of the CBFA2T1 gene associated with human acute myeloid leukemia.

    abstract::The human CBFA2T1 (also known as MTG8) gene, on chromosome 8, has been identified through its involvement in the t(8;21) chromosomal translocation, frequently found in acute myeloid leukemia. We report here the isolation and characterization of the mouse homologue of the CBFA2T1 gene, Cbfa2t1h. Nucleotide sequence ana...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1995.9941

    authors: Niwa-Kawakita M,Miyoshi H,Gotoh O,Matsushima Y,Nishimura M,Shisa H,Ohki M

    更新日期:1995-10-10 00:00:00

  • Structure and polymorphism of the mouse myelin/oligodendrocyte glycoprotein gene.

    abstract::We have isolated and characterized genomic clones containing the mouse myelin/oligodendrocyte glycoprotein (MOG) gene. It spans a region of 12.5 kb and consists of eight exons. Its exon-intron structure differs from that of classical MHC-class I genes, with which it is linked in the mouse genome. Nucleotide sequencing...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1994.1456

    authors: Daubas P,Pham-Dinh D,Dautigny A

    更新日期:1994-09-01 00:00:00

  • The two-component signal system in rice (Oryza sativa L.): a genome-wide study of cytokinin signal perception and transduction.

    abstract::In this report we define the genes of two-component regulatory systems in rice through a comprehensive computational analysis of rice (Oryza sativa L.) genome sequence databases. Thirty-seven genes were identified, including 5 HKs (cytokinin-response histidine protein kinase) (OsHK1-4, OsHKL1), 5 HPs (histidine phosph...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2007.02.001

    authors: Du L,Jiao F,Chu J,Jin G,Chen M,Wu P

    更新日期:2007-06-01 00:00:00

  • Characterization of MAD2B and other mitotic spindle checkpoint genes.

    abstract::Aneuploidy is a characteristic of the majority of human cancers, and recent work has suggested that mitotic checkpoint defects play a role in its development. To further explore this issue, we isolated a novel human gene, MAD2B (MAD2L2), which is homologous to the spindle checkpoint gene MAD2 (MAD2L1). We determined t...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1999.5831

    authors: Cahill DP,da Costa LT,Carson-Walter EB,Kinzler KW,Vogelstein B,Lengauer C

    更新日期:1999-06-01 00:00:00

  • Genomic organization, alternative splicing, and expression patterns of the DSCR1 (Down syndrome candidate region 1) gene.

    abstract::Down syndrome is a major cause of mental retardation and congenital heart defects and is due to the presence of three copies of human chromosome 21 in the affected individual. We have identified a gene, DSCR1 (HGMW-approved symbol), from the region 21q22.1-q22.2, which is highly expressed in human fetal brain and adul...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1997.4866

    authors: Fuentes JJ,Pritchard MA,Estivill X

    更新日期:1997-09-15 00:00:00

  • Polymorphisms in matricellular SPP1 and SPARC contribute to susceptibility to papillary thyroid cancer.

    abstract::There is a compelling need to identify novel genetic variants for papillary thyroid cancer (PTC) susceptibility. The Cancer Genome Atlas (TCGA) data showed associations between SPP1 and SPARC mRNA overexpression and aggressive behaviors of PTC, which prompted us to assess potential associations between genetic variant...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2020.09.018

    authors: Su X,Xu BH,Zhou DL,Ye ZL,He HC,Yang XH,Zhang X,Liu Q,Ma JJ,Shao Q,Yang AK,He CY

    更新日期:2020-11-01 00:00:00

  • MiRNA expression signatures induced by Marek's disease virus infection in chickens.

    abstract::MicroRNAs (miRNAs) are small, non-coding RNAs that regulate gene expression at the post-transcriptional level. Emerging evidence suggests that differential miRNA expression is associated with viral infection and cancer. Marek's disease virus infection induces lymphoma in chickens. However, the host defense response ag...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1016/j.ygeno.2011.11.004

    authors: Tian F,Luo J,Zhang H,Chang S,Song J

    更新日期:2012-03-01 00:00:00

  • Primary structure of human lumican (keratan sulfate proteoglycan) and localization of the gene (LUM) to chromosome 12q21.3-q22.

    abstract::A human corneal fibroblast cDNA library was screened with a bovine lumican cDNA probe to obtain three clones. Sequencing of the longest clone (1.75 kb) yielded an open reading frame of 1014 bp coding for a 338-amino-acid core protein. Amino acid sequencing of a tryptic peptide resulted in a 9-amino-acid match with the...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1995.1080

    authors: Chakravarti S,Stallings RL,SundarRaj N,Cornuet PK,Hassell JR

    更新日期:1995-06-10 00:00:00

  • A human mitochondrial DNA standard reference material for quality control in forensic identification, medical diagnosis, and mutation detection.

    abstract::A human mitochondrial DNA (mtDNA) standard reference material (SRM 2392) will provide quality control when mtDNA is sequenced for forensic identifications, medical diagnosis, or mutation detection. SRM 2392 includes DNA from two lymphoblast cell cultures (CHR and 9947A) and cloned DNA from the CHR HV1 region, which co...

    journal_title:Genomics

    pub_type: 杂志文章

    doi:10.1006/geno.1998.5513

    authors: Levin BC,Cheng H,Reeder DJ

    更新日期:1999-01-15 00:00:00