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1.
Malar J ; 20(1): 371, 2021 Sep 17.
Article in English | MEDLINE | ID: mdl-34535134

ABSTRACT

BACKGROUND: Further reductions in malaria incidence as more countries approach malaria elimination require the identification and treatment of asymptomatic individuals who carry mosquito-infective Plasmodium gametocytes that are responsible for furthering malaria transmission. Assessing the relationship between total parasitaemia and gametocytaemia in field surveys can provide insight as to whether detection of low-density, asymptomatic Plasmodium falciparum infections with sensitive molecular methods can adequately detect the majority of infected individuals who are potentially capable of onward transmission. METHODS: In a cross-sectional survey of 1354 healthy children and adults in three communities in western Kenya across a gradient of malaria transmission (Ajigo, Webuye, and Kapsisywa-Kipsamoite), asymptomatic P. falciparum infections were screened by rapid diagnostic tests, blood smear, and quantitative PCR of dried blood spots targeting the varATS gene in genomic DNA. A multiplex quantitative reverse-transcriptase PCR assay targeting female and male gametocyte genes (pfs25, pfs230p), a gene with a transcriptional pattern restricted to asexual blood stages (piesp2), and human GAPDH was also developed to determine total parasite and gametocyte densities among parasitaemic individuals. RESULTS: The prevalence of varATS-detectable asymptomatic infections was greatest in Ajigo (42%), followed by Webuye (10%). Only two infections were detected in Kapsisywa. No infections were detected in Kipsamoite. Across all communities, children aged 11-15 years account for the greatest proportion total and sub-microscopic asymptomatic infections. In younger age groups, the majority of infections were detectable by microscopy, while 68% of asymptomatically infected adults (> 21 years old) had sub-microscopic parasitaemia. Piesp2-derived parasite densities correlated poorly with microscopy-determined parasite densities in patent infections relative to varATS-based detection. In general, both male and female gametocytaemia increased with increasing varATS-derived total parasitaemia. A substantial proportion (41.7%) of individuals with potential for onward transmission had qPCR-estimated parasite densities below the limit of microscopic detection, but above the detectable limit of varATS qPCR. CONCLUSIONS: This assessment of parasitaemia and gametocytaemia in three communities with different transmission intensities revealed evidence of a substantial sub-patent infectious reservoir among asymptomatic carriers of P. falciparum. Experimental studies are needed to definitively determine whether the low-density infections in communities such as Ajigo and Webuye contribute significantly to malaria transmission.


Subject(s)
Asymptomatic Infections/epidemiology , Malaria, Falciparum/epidemiology , Rural Population/statistics & numerical data , Adolescent , Adult , Aged , Aged, 80 and over , Child , Child, Preschool , Cross-Sectional Studies , Female , Humans , Infant , Kenya/epidemiology , Male , Middle Aged , Prevalence , Young Adult
2.
BMC Bioinformatics ; 18(Suppl 12): 407, 2017 Oct 16.
Article in English | MEDLINE | ID: mdl-29072135

ABSTRACT

BACKGROUND: Chromosomal deletions represent an important class of human genetic variation. Various methods have been developed to mine "next-generation" sequencing (NGS) data to detect deletions and quantify their clonal abundances. These methods have focused almost exclusively on the nuclear genome, ignoring the mitochondrial chromosome (mtDNA). Detecting mtDNA deletions requires special care. First, the chromosome's relatively small size (16,569 bp) necessitates the ability to detect extremely focal events. Second, the chromosome can be present at thousands of copies in a single cell (in contrast to two copies of nuclear chromosomes), and mtDNA deletions may be present on only a very small percentage of chromosomes. Here we present a method, termed MitoDel, to detect mtDNA deletions from NGS data. RESULTS: We validate the method on simulated and real data, and show that MitoDel can detect novel and previously-reported mtDNA deletions. We establish that MitoDel can find deletions such as the "common deletion" at heteroplasmy levels well below 1%. CONCLUSIONS: MitoDel is a tool for detecting large mitochondrial deletions at low heteroplasmy levels. The tool can be downloaded at http://mendel.gene.cwru.edu/laframboiselab/ .


Subject(s)
DNA, Mitochondrial/genetics , High-Throughput Nucleotide Sequencing/methods , Sequence Deletion , Adult , Aged , Brain/metabolism , Computer Simulation , Genetic Variation , Genome, Mitochondrial , Humans , Mitochondria/genetics , Time Factors
3.
BMC Genomics ; 15: 175, 2014 Mar 05.
Article in English | MEDLINE | ID: mdl-24597945

ABSTRACT

BACKGROUND: With the advent of paired-end high throughput sequencing, it is now possible to identify various types of structural variation on a genome-wide scale. Although many methods have been proposed for structural variation detection, most do not provide precise boundaries for identified variants. In this paper, we propose a new method, Distribution Based detection of Duplication Boundaries (DB2), for accurate detection of tandem duplication breakpoints, an important class of structural variation, with high precision and recall. RESULTS: Our computational experiments on simulated data show that DB2 outperforms state-of-the-art methods in terms of finding breakpoints of tandem duplications, with a higher positive predictive value (precision) in calling the duplications' presence. In particular, DB2's prediction of tandem duplications is correct 99% of the time even for very noisy data, while narrowing down the space of possible breakpoints within a margin of 15 to 20 bps on the average. Most of the existing methods provide boundaries in ranges that extend to hundreds of bases with lower precision values. Our method is also highly robust to varying properties of the sequencing library and to the sizes of the tandem duplications, as shown by its stable precision, recall and mean boundary mismatch performance. We demonstrate our method's efficacy using both simulated paired-end reads, and those generated from a melanoma sample and two ovarian cancer samples. Newly discovered tandem duplications are validated using PCR and Sanger sequencing. CONCLUSIONS: Our method, DB2, uses discordantly aligned reads, taking into account the distribution of fragment length to predict tandem duplications along with their breakpoints on a donor genome. The proposed method fine tunes the breakpoint calls by applying a novel probabilistic framework that incorporates the empirical fragment length distribution to score each feasible breakpoint. DB2 is implemented in Java programming language and is freely available at http://mendel.gene.cwru.edu/laframboiselab/software.php.


Subject(s)
Algorithms , DNA Breaks , Gene Duplication , Genome , Base Pair Mismatch , Female , Gene Library , High-Throughput Nucleotide Sequencing , Humans , Ovarian Neoplasms/genetics , Ovarian Neoplasms/pathology , Sequence Analysis, DNA , Software , fms-Like Tyrosine Kinase 3/genetics
5.
PLoS One ; 10(10): e0139253, 2015.
Article in English | MEDLINE | ID: mdl-26488301

ABSTRACT

Recent advances in sequencing technology allow for accurate detection of mitochondrial sequence variants, even those in low abundance at heteroplasmic sites. Considerable sequencing cost savings can be achieved by enriching samples for mitochondrial (relative to nuclear) DNA. Reduction in nuclear DNA (nDNA) content can also help to avoid false positive variants resulting from nuclear mitochondrial sequences (numts). We isolate intact mitochondrial organelles from both human cell lines and blood components using two separate methods: a magnetic bead binding protocol and differential centrifugation. DNA is extracted and further enriched for mitochondrial DNA (mtDNA) by an enzyme digest. Only 1 ng of the purified DNA is necessary for library preparation and next generation sequence (NGS) analysis. Enrichment methods are assessed and compared using mtDNA (versus nDNA) content as a metric, measured by using real-time quantitative PCR and NGS read analysis. Among the various strategies examined, the optimal is differential centrifugation isolation followed by exonuclease digest. This strategy yields >35% mtDNA reads in blood and cell lines, which corresponds to hundreds-fold enrichment over baseline. The strategy also avoids false variant calls that, as we show, can be induced by the long-range PCR approaches that are the current standard in enrichment procedures. This optimization procedure allows mtDNA enrichment for efficient and accurate massively parallel sequencing, enabling NGS from samples with small amounts of starting material. This will decrease costs by increasing the number of samples that may be multiplexed, ultimately facilitating efforts to better understand mitochondria-related diseases.


Subject(s)
Colonic Neoplasms/genetics , DNA, Mitochondrial/genetics , DNA, Mitochondrial/isolation & purification , High-Throughput Nucleotide Sequencing/methods , Polymerase Chain Reaction/methods , Sequence Analysis, DNA/methods , Cells, Cultured , Colon/metabolism , DNA, Mitochondrial/blood , Genetic Variation/genetics , Genome, Mitochondrial , Humans
6.
PLoS One ; 7(4): e35262, 2012.
Article in English | MEDLINE | ID: mdl-22536362

ABSTRACT

Human cancers are driven by the acquisition of somatic mutations. Separating the driving mutations from those that are random consequences of general genomic instability remains a challenge. New sequencing technology makes it possible to detect mutations that are present in only a minority of cells in a heterogeneous tumor population. We sought to leverage the power of ultra-deep sequencing to study various levels of tumor heterogeneity in the serial recurrences of a single glioblastoma multiforme patient. Our goal was to gain insight into the temporal succession of DNA base-level lesions by querying intra- and inter-tumoral cell populations in the same patient over time. We performed targeted "next-generation" sequencing on seven samples from the same patient: two foci within the primary tumor, two foci within an initial recurrence, two foci within a second recurrence, and normal blood. Our study reveals multiple levels of mutational heterogeneity. We found variable frequencies of specific EGFR, PIK3CA, PTEN, and TP53 base substitutions within individual tumor regions and across distinct regions within the same tumor. In addition, specific mutations emerge and disappear along the temporal spectrum from tumor at the time of diagnosis to second recurrence, demonstrating evolution during tumor progression. Our results shed light on the spatial and temporal complexity of brain tumors. As sequencing costs continue to decline and deep sequencing technology eventually moves into the clinic, this approach may provide guidance for treatment choices as we embark on the path to personalized cancer medicine.


Subject(s)
Brain Neoplasms/genetics , Genetic Heterogeneity , Glioblastoma/genetics , Neoplasm Recurrence, Local/genetics , Aged , Brain Neoplasms/pathology , Brain Neoplasms/therapy , Class I Phosphatidylinositol 3-Kinases , Combined Modality Therapy , Gene Frequency , Glioblastoma/pathology , Glioblastoma/therapy , High-Throughput Nucleotide Sequencing , Humans , Male , Mutation , Neoplasm Recurrence, Local/pathology , Neoplasm Recurrence, Local/therapy , PTEN Phosphohydrolase/genetics , Phosphatidylinositol 3-Kinases/genetics , Sequence Analysis, DNA
7.
Pac Symp Biocomput ; : 371-82, 2010.
Article in English | MEDLINE | ID: mdl-19908389

ABSTRACT

Until fairly recently, it was believed that essentially all human cells harbor two copies of each locus in the autosomal genome. However, studies have now shown that there are segments of the genome that are polymorphic with regard to genomic copy number. These copy number variations (CNVs) have a role in various diseases such as Alzheimer disease, Crohn's disease, autism and schizophrenia. In the effort to scan the entire genome for these gains and losses of DNA, single nucleotide polymorphism (SNP) arrays have emerged as an important tool. As such, CNV identification from SNP array data is attracting considerable attention as an algorithmic problem, and many methods have been published over the last few years. However, many of the existing model-based methods train their models based on common variations and are therefore less successful in the identification of rare CNVs, detection of which may be very important in personalized genomics applications. In this paper, we formulate CNV identification explicitly as an optimization problem with an objective function that is characterized by several adjustable parameters. These parameters can be configured based on the characteristics of the experimental platform and target application, so that the solution to the optimization problem is the most accurate set of CNV calls. Our method, termed COKGEN, efficiently solves this problem using a variant of the well-known heuristic simulated annealing. We apply COKGEN to data from hundreds of samples, and demonstrate its ability to detect known CNVs at a high level of sensitivity without sacrificing specificity, not only for common but also rare CNVs. Furthermore, we show that it performs better than other publicly-available methods. The configurability of COKGEN, its computational efficiency, and its accuracy in calling rare CNVs make it particularly useful for personalized genomics applications. COKGEN is implemented as an R package and is freely available at http://mendel.gene.cwru.edu/laframboiselab/software.php.


Subject(s)
DNA Copy Number Variations , Oligonucleotide Array Sequence Analysis/statistics & numerical data , Polymorphism, Single Nucleotide , Software , Algorithms , Computational Biology , Genetic Markers , Genome, Human , Genomics , Humans
8.
Genome Biol ; 10(10): R119, 2009.
Article in English | MEDLINE | ID: mdl-19849861

ABSTRACT

Copy number variants (CNVs) have roles in human disease, and DNA microarrays are important tools for identifying them. In this paper, we frame CNV identification as an objective function optimization problem. We apply our method to data from hundreds of samples, and demonstrate its ability to detect CNVs at a high level of sensitivity without sacrificing specificity. Its performance compares favorably with currently available methods and it reveals previously unreported gains and losses.


Subject(s)
DNA Copy Number Variations/genetics , Oligonucleotide Array Sequence Analysis/methods , Polymorphism, Single Nucleotide/genetics , Algorithms , Chromosomes, Human, Pair 12/genetics , Ethnicity/genetics , Humans , Reproducibility of Results , Software , Time Factors
9.
Cell Immunol ; 243(2): 75-82, 2006 Oct.
Article in English | MEDLINE | ID: mdl-17292338

ABSTRACT

Serum IL-18 responses to LPS increase after pretreatment with CpG-containing DNA. Compared to saline-pretreated controls, mice pretreated with CpG for two days produced 20-fold more serum IL-18 when challenged with lipopolysaccharide (LPS). In contrast, IFNgamma-deficiency or anti-IFNgamma pretreatment reduced CpG-expanded IL-18 responses to LPS by 67 and 83%, respectively. Mice pretreated with either IFNgamma or CpG comparably increased LPS-inducible serum IL-18 responses. LPS, compared to challenge with other TLR agonists, was best able to trigger high serum IL-18 levels in CpG-pretreated mice and this response was TLR4-dependent. CpG, compared to pretreatment with other TLR agonists, optimally expanded LPS-induced IL-18 responses that correlated with higher levels of circulating IFNgamma levels prior to LPS challenge. High-level serum IL-18 responses were caspase-1-dependent and P2X7 receptor-independent. We conclude that CpG promotes high-level IL-18 synthesis by an IFNgamma-dependent and IFNgamma-sufficient mechanism in vivo that is optimally triggered by LPS.


Subject(s)
Cyclopropanes/pharmacology , Guanosine/analogs & derivatives , Interferon-gamma/metabolism , Interleukin-18/blood , Toll-Like Receptor 4/physiology , Animals , Caspase 1/metabolism , Female , Guanosine/pharmacology , Interferon-gamma/genetics , Interferon-gamma/pharmacology , Lipopolysaccharides/pharmacology , Mice , Mice, Inbred C3H , Mice, Inbred C57BL , Receptors, Purinergic P2/genetics , Receptors, Purinergic P2/metabolism , Receptors, Purinergic P2X7 , Toll-Like Receptor 4/agonists , Toll-Like Receptor 4/metabolism
10.
J Immunol ; 176(10): 5995-6003, 2006 May 15.
Article in English | MEDLINE | ID: mdl-16670308

ABSTRACT

During cognate interaction with CD40 ligand (CD154)-expressing T cells, Ag-presenting accessory cells are activated for increased cytokine synthetic and costimulatory function. We examined whether CD40 modulates in vivo innate immune function over time, hypothesizing that distinct cytokine responses evolve to delayed microbial exposure. C3H/HeN mice pretreated with activating anti-CD40 Ab (FGK45) produced 10-fold more serum IFN-gamma and IL-12 p70 to delayed, but not synchronous, challenge with LPS. A novel finding was that LPS-induced IFN-alpha increased by 20-fold in mice pretreated for 24 h, but not 6 h or less, with anti-CD40. Anti-CD40-pretreated C57BL/6 RAG-2(-/-) mice similarly increased IFN-alpha responses to delayed LPS challenge, confirming mediation by innate immunity. Type I IFNR- and IFN-gamma-deficient mice treated with anti-CD40 failed to expand serum IFN-alpha responses to LPS challenge. Combined pretreatment with anti-CD40 and anti-IFN-gamma mAb showed that IFN-gamma produced after anti-CD40 pretreatment, but before LPS challenge, was necessary for IFN-alpha synthetic enhancement. Anti-CD40 also increased polyinosinic-polycytidylic acid (poly(I:C))-inducible IFN-alpha by 5-fold in an IFN-gamma-dependent fashion, but did not significantly increase IFN-alpha production to CpG or Pam(3)Cys challenges. Poly(IC)-stimulated splenocytes from anti-CD40-pretreated mice produced 4-fold more IFN-alpha than controls and production associated with CD11c(+) cells. Finally, rIFN-gamma and anti-CD40 combined synergistically to increase poly(IC)-inducible IFN-alpha synthetic capacity in bone marrow dendritic cells. We conclude that innate immune production of IFN-alpha is cooperatively regulated by CD40 and IFN-gamma acting on dendritic cells, suggesting a unique mechanism by which innate immune function evolves in response to specific adaptive immune signals.


Subject(s)
Adjuvants, Immunologic/physiology , CD40 Antigens/physiology , Interferon Type I/biosynthesis , Interferon-gamma/physiology , Adjuvants, Immunologic/deficiency , Adjuvants, Immunologic/genetics , Animals , Antibodies, Monoclonal/administration & dosage , Bone Marrow Cells/immunology , Bone Marrow Cells/metabolism , CD40 Antigens/immunology , Cells, Cultured , Cytokines/biosynthesis , Dendritic Cells/immunology , Dendritic Cells/metabolism , Female , Immunity, Innate/genetics , Interferon-gamma/deficiency , Interferon-gamma/genetics , Lipopolysaccharides/administration & dosage , Mice , Mice, Inbred C3H , Mice, Inbred C57BL , Mice, Knockout , Time Factors
11.
J Immunol ; 172(3): 1754-62, 2004 Feb 01.
Article in English | MEDLINE | ID: mdl-14734758

ABSTRACT

Innate cellular production of IFN-gamma is suppressed after repeated exposure to LPS, whereas CpG-containing DNA potentiates IFN-gamma production. We compared the modulatory effects of LPS and CpG on specific cellular and cytokine responses necessary for NK-cell dependent IFN-gamma synthesis. C3H/HeN mice pretreated with LPS for 2 days generated 5-fold less circulating IL-12 p70 and IFN-gamma in response to subsequent LPS challenge than did challenged control mice. In contrast, CpG-pretreated mice produced 10-fold more circulating IFN-gamma without similar changes in IL-12 p70 levels, but with 10-fold increases in serum IL-18 relative to LPS-challenged control or endotoxin-tolerant mice. The role of IL-18 in CpG-induced immune potentiation was studied in splenocyte cultures from control, LPS-conditioned, or CpG-conditioned mice. These cultures produced similar amounts of IFN-gamma in response to rIL-12 and rIL-18. However, only CpG-conditioned cells produced IFN-gamma when cultured with LPS or CpG, and production was ablated in the presence of anti-IL-18R Ab. Anti-IL-18R Ab also reduced in vivo IFN-gamma production by >2-fold in CpG-pretreated mice. Finally, combined pretreatment of mice with LPS and CpG suppressed the production of circulating IFN-gamma, IL-12 p70, and IL-18 after subsequent LPS challenge. We conclude that CpG potentiates innate IFN-gamma production from NK cells by increasing IL-18 availability, but that the suppressive effects of LPS on innate cellular immunity dominate during combined LPS and CpG pretreatment. Multiple Toll-like receptor engagement in vivo during infection can result in functional polarization of innate immunity dominated by a specific Toll-like receptor response.


Subject(s)
Adjuvants, Immunologic/administration & dosage , CpG Islands/immunology , Interferon-gamma/biosynthesis , Interleukin-18/physiology , Lipopolysaccharides/administration & dosage , Oligodeoxyribonucleotides/administration & dosage , Adjuvants, Immunologic/blood , Animals , B-Lymphocytes/immunology , B-Lymphocytes/metabolism , Cell Survival/immunology , Cells, Cultured , Dendritic Cells/immunology , Drug Synergism , Female , Immunity, Cellular , Immunization, Secondary , Immunosuppressive Agents/administration & dosage , Immunosuppressive Agents/blood , Interferon-gamma/blood , Interleukin-18/biosynthesis , Interleukin-18/blood , Interleukin-18 Receptor alpha Subunit , Killer Cells, Natural/immunology , Killer Cells, Natural/metabolism , Lipopolysaccharides/blood , Mice , Mice, Inbred C3H , Mice, Inbred C57BL , Oligodeoxyribonucleotides/immunology , Receptors, Interleukin/biosynthesis , Receptors, Interleukin-18 , Spleen/cytology , Spleen/immunology , Spleen/metabolism , T-Lymphocytes/immunology , T-Lymphocytes/metabolism , Vaccines, DNA/administration & dosage , Vaccines, DNA/immunology
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