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1.
Front Oncol ; 13: 1158345, 2023.
Article in English | MEDLINE | ID: mdl-37251949

ABSTRACT

Introduction: Most predictive biomarkers approved for clinical use measure single analytes such as genetic alteration or protein overexpression. We developed and validated a novel biomarker with the aim of achieving broad clinical utility. The Xerna™ TME Panel is a pan-tumor, RNA expression-based classifier, designed to predict response to multiple tumor microenvironment (TME)-targeted therapies, including immunotherapies and anti-angiogenic agents. Methods: The Panel algorithm is an artificial neural network (ANN) trained with an input signature of 124 genes that was optimized across various solid tumors. From the 298-patient training data, the model learned to discriminate four TME subtypes: Angiogenic (A), Immune Active (IA), Immune Desert (ID), and Immune Suppressed (IS). The final classifier was evaluated in four independent clinical cohorts to test whether TME subtype could predict response to anti-angiogenic agents and immunotherapies across gastric, ovarian, and melanoma datasets. Results: The TME subtypes represent stromal phenotypes defined by angiogenesis and immune biological axes. The model yields clear boundaries between biomarker-positive and -negative and showed 1.6-to-7-fold enrichment of clinical benefit for multiple therapeutic hypotheses. The Panel performed better across all criteria compared to a null model for gastric and ovarian anti-angiogenic datasets. It also outperformed PD-L1 combined positive score (>1) in accuracy, specificity, and positive predictive value (PPV), and microsatellite-instability high (MSI-H) in sensitivity and negative predictive value (NPV) for the gastric immunotherapy cohort. Discussion: The TME Panel's strong performance on diverse datasets suggests it may be amenable for use as a clinical diagnostic for varied cancer types and therapeutic modalities.

2.
J Clin Oncol ; 40(23): 2568-2577, 2022 08 10.
Article in English | MEDLINE | ID: mdl-35439029

ABSTRACT

PURPOSE: This phase Ib study evaluated the safety and efficacy of paclitaxel plus navicixizumab, a bispecific antiangiogenic antibody to vascular endothelial growth factor and delta-like ligand 4, against platinum-resistant ovarian cancer. PATIENTS AND METHODS: This open-label, nonrandomized, dose-escalation and -expansion study included 44 patients with previously treated, recurrent, platinum-resistant grade 2/3 ovarian cancer. Treatment was intravenous navicixizumab (3 mg/kg or 4 mg/kg once every 2 weeks) plus paclitaxel (80 mg/m2 intravenously on days 0, 7, and 14 of 28-day cycles). The primary and secondary objectives were to evaluate the safety and efficacy of navicixizumab plus paclitaxel. An RNA-based diagnostic panel was retrospectively used to test the hypothesis that tumors with high angiogenesis or immune-suppressed tumor microenvironment (TME) subtypes (biomarker-positive) are more likely to respond to navicixizumab than those with immune-active/-desert TME subtypes (biomarker-negative). RNA expression was analyzed in available pretreatment tumor tissue to classify 33 patients' TME subtypes, and TME panel findings were correlated with tumor response. RESULTS: The dose-escalation cohorts enrolled patients at navicixizumab doses of 3 mg/kg once every 2 weeks (n = 3) and 4 mg/kg once every 2 weeks (n = 2); 3 mg/kg was selected for expansion (n = 39). No dose-limiting toxicities occurred. The most common grade 3/4 treatment-related adverse events were hypertension (40.9%), neutropenia (6.8%), and thrombocytopenia (4.5%). Pulmonary hypertension occurred in 18.2% (grade 1-2). The overall objective response rate was 43.2% (95% CI, 28.3 to 59.0): 33.3% (95% CI, 17.3 to 52.8) in patients previously treated with bevacizumab, 64.3% (95% CI, 35.1 to 87.2) in bevacizumab-naive patients, and 62% (95% CI, 31.6 to 86.1) in biomarker-positive patients. The median duration of response was 6 months (95% CI, 5.4 months to not estimable). CONCLUSION: Navicixizumab plus paclitaxel demonstrated promising clinical activity in bevacizumab-treated and -naive patients with platinum-resistant ovarian cancer, with manageable toxicity.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols , Fallopian Tube Neoplasms , Ovarian Neoplasms , Antibodies, Bispecific , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Bevacizumab/therapeutic use , Carcinoma, Ovarian Epithelial/drug therapy , Fallopian Tube Neoplasms/drug therapy , Female , Humans , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/pathology , Paclitaxel , Platinum/therapeutic use , RNA/therapeutic use , Retrospective Studies , Tumor Microenvironment , Vascular Endothelial Growth Factor A
3.
BMC Bioinformatics ; 18(1): 291, 2017 Jun 02.
Article in English | MEDLINE | ID: mdl-28578698

ABSTRACT

BACKGROUND: Dictyostelium discoideum, a soil-dwelling social amoeba, is a model for the study of numerous biological processes. Research in the field has benefited mightily from the adoption of next-generation sequencing for genomics and transcriptomics. Dictyostelium biologists now face the widespread challenges of analyzing and exploring high dimensional data sets to generate hypotheses and discovering novel insights. RESULTS: We present dictyExpress (2.0), a web application designed for exploratory analysis of gene expression data, as well as data from related experiments such as Chromatin Immunoprecipitation sequencing (ChIP-Seq). The application features visualization modules that include time course expression profiles, clustering, gene ontology enrichment analysis, differential expression analysis and comparison of experiments. All visualizations are interactive and interconnected, such that the selection of genes in one module propagates instantly to visualizations in other modules. dictyExpress currently stores the data from over 800 Dictyostelium experiments and is embedded within a general-purpose software framework for management of next-generation sequencing data. dictyExpress allows users to explore their data in a broader context by reciprocal linking with dictyBase-a repository of Dictyostelium genomic data. In addition, we introduce a companion application called GenBoard, an intuitive graphic user interface for data management and bioinformatics analysis. CONCLUSIONS: dictyExpress and GenBoard enable broad adoption of next generation sequencing based inquiries by the Dictyostelium research community. Labs without the means to undertake deep sequencing projects can mine the data available to the public. The entire information flow, from raw sequence data to hypothesis testing, can be accomplished in an efficient workspace. The software framework is generalizable and represents a useful approach for any research community. To encourage more wide usage, the backend is open-source, available for extension and further development by bioinformaticians and data scientists.


Subject(s)
Dictyostelium/metabolism , User-Computer Interface , Chromatin Immunoprecipitation , Cluster Analysis , Dictyostelium/genetics , High-Throughput Nucleotide Sequencing , Internet , Sequence Analysis, RNA , Transcriptome
4.
G3 (Bethesda) ; 7(2): 387-398, 2017 02 09.
Article in English | MEDLINE | ID: mdl-27932387

ABSTRACT

Dictyostelium discoideum live in the soil as single cells, engulfing bacteria and growing vegetatively. Upon starvation, tens of thousands of amoebae enter a developmental program that includes aggregation, multicellular differentiation, and sporulation. Major shifts across the protein-coding transcriptome accompany these developmental changes. However, no study has presented a global survey of long noncoding RNAs (ncRNAs) in D. discoideum To characterize the antisense and long intergenic noncoding RNA (lncRNA) transcriptome, we analyzed previously published developmental time course samples using an RNA-sequencing (RNA-seq) library preparation method that selectively depletes ribosomal RNAs (rRNAs). We detected the accumulation of transcripts for 9833 protein-coding messenger RNAs (mRNAs), 621 lncRNAs, and 162 putative antisense RNAs (asRNAs). The noncoding RNAs were interspersed throughout the genome, and were distinct in expression level, length, and nucleotide composition. The noncoding transcriptome displayed a temporal profile similar to the coding transcriptome, with stages of gradual change interspersed with larger leaps. The transcription profiles of some noncoding RNAs were strongly correlated with known differentially expressed coding RNAs, hinting at a functional role for these molecules during development. Examining the mitochondrial transcriptome, we modeled two novel antisense transcripts. We applied yet another ribosomal depletion method to a subset of the samples to better retain transfer RNA (tRNA) transcripts. We observed polymorphisms in tRNA anticodons that suggested a post-transcriptional means by which D. discoideum compensates for codons missing in the genomic complement of tRNAs. We concluded that the prevalence and characteristics of long ncRNAs indicate that these molecules are relevant to the progression of molecular and cellular phenotypes during development.


Subject(s)
Dictyostelium/genetics , Genome , RNA, Long Noncoding/genetics , Transcriptome/genetics , Anticodon/genetics , Gene Expression Regulation, Developmental , Mitochondria/genetics , RNA, Messenger/genetics , RNA, Ribosomal/genetics , RNA, Transfer/genetics , Sequence Analysis, RNA
5.
Leuk Lymphoma ; 57(7): 1534-8, 2016 07.
Article in English | MEDLINE | ID: mdl-26887657

ABSTRACT

The Asia-Pacific Hematology Consortium (APHCON), in partnership with MDRingTM, a mobile global physician education network, has initiated a detailed longitudinal study of physician knowledge and practice preferences in the Asia-Pacific sphere. The first dataset comes from a series of surveys answered by delegates at the APHCON Bridging The Gap (BTG) conference in Beijing in January, 2015. In this report we present our findings regarding diagnosis and treatment of multiple myeloma (MM). We aim to create a conduit for physicians in this region to share their experiences with the rest of the world, to identify areas of consensus and best practices, and to highlight opportunities for improvement in communication, education and patient care.


Subject(s)
Multiple Myeloma/diagnosis , Multiple Myeloma/therapy , Humans
6.
Genomics ; 106(4): 249-55, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26028264

ABSTRACT

The natural history of the amoeba Dictyostelium discoideum has inspired scientific inquiry for seventy-five years. A genetically tractable haploid eukaryote, D. discoideum appeals as a laboratory model as well. However, certain rote molecular genetic tasks, such as PCR and cloning, are difficult due to the AT-richness and low complexity of its genome. Here we report on the construction of a ~20 fold coverage D. discoideum genomic library in Escherichia coli, cloning 4-10 kilobase partial restriction fragments into a linear vector. End-sequencing indicates that most clones map to the six chromosomes in an unbiased distribution. Over 70% of these clones contain at least one complete open reading frame. We demonstrate that individual clones and library composition are stable over multiple replication cycles. Our library will enable numerous molecular biological applications and the completion of additional species' genome sequences, and suggests a path towards the long-elusive goal of genetic complementation.


Subject(s)
Dictyostelium/genetics , Escherichia coli/genetics , Genome, Protozoan , Cloning, Molecular , Genomic Library , Sequence Analysis, DNA
7.
BMC Genomics ; 16: 294, 2015 Apr 13.
Article in English | MEDLINE | ID: mdl-25887420

ABSTRACT

BACKGROUND: Development of the soil amoeba Dictyostelium discoideum is triggered by starvation. When placed on a solid substrate, the starving solitary amoebae cease growth, communicate via extracellular cAMP, aggregate by tens of thousands and develop into multicellular organisms. Early phases of the developmental program are often studied in cells starved in suspension while cAMP is provided exogenously. Previous studies revealed massive shifts in the transcriptome under both developmental conditions and a close relationship between gene expression and morphogenesis, but were limited by the sampling frequency and the resolution of the methods. RESULTS: Here, we combine the superior depth and specificity of RNA-seq-based analysis of mRNA abundance with high frequency sampling during filter development and cAMP pulsing in suspension. We found that the developmental transcriptome exhibits mostly gradual changes interspersed by a few instances of large shifts. For each time point we treated the entire transcriptome as single phenotype, and were able to characterize development as groups of similar time points separated by gaps. The grouped time points represented gradual changes in mRNA abundance, or molecular phenotype, and the gaps represented times during which many genes are differentially expressed rapidly, and thus the phenotype changes dramatically. Comparing developmental experiments revealed that gene expression in filter developed cells lagged behind those treated with exogenous cAMP in suspension. The high sampling frequency revealed many genes whose regulation is reproducibly more complex than indicated by previous studies. Gene Ontology enrichment analysis suggested that the transition to multicellularity coincided with rapid accumulation of transcripts associated with DNA processes and mitosis. Later development included the up-regulation of organic signaling molecules and co-factor biosynthesis. Our analysis also demonstrated a high level of synchrony among the developing structures throughout development. CONCLUSIONS: Our data describe D. discoideum development as a series of coordinated cellular and multicellular activities. Coordination occurred within fields of aggregating cells and among multicellular bodies, such as mounds or migratory slugs that experience both cell-cell contact and various soluble signaling regimes. These time courses, sampled at the highest temporal resolution to date in this system, provide a comprehensive resource for studies of developmental gene expression.


Subject(s)
Dictyostelium/growth & development , Dictyostelium/genetics , RNA, Messenger/metabolism , Transcriptome , Cyclic AMP/metabolism , Dictyostelium/metabolism , Morphogenesis
8.
ACS Synth Biol ; 1(1): 14-21, 2012 Jan 20.
Article in English | MEDLINE | ID: mdl-23651006

ABSTRACT

Recent advances in Synthetic Biology have yielded standardized and automatable DNA assembly protocols that enable a broad range of biotechnological research and development. Unfortunately, the experimental design required for modern scar-less multipart DNA assembly methods is frequently laborious, time-consuming, and error-prone. Here, we report the development and deployment of a web-based software tool, j5, which automates the design of scar-less multipart DNA assembly protocols including SLIC, Gibson, CPEC, and Golden Gate. The key innovations of the j5 design process include cost optimization, leveraging DNA synthesis when cost-effective to do so, the enforcement of design specification rules, hierarchical assembly strategies to mitigate likely assembly errors, and the instruction of manual or automated construction of scar-less combinatorial DNA libraries. Using a GFP expression testbed, we demonstrate that j5 designs can be executed with the SLIC, Gibson, or CPEC assembly methods, used to build combinatorial libraries with the Golden Gate assembly method, and applied to the preparation of linear gene deletion cassettes for E. coli. The DNA assembly design algorithms reported here are generally applicable to broad classes of DNA construction methodologies and could be implemented to supplement other DNA assembly design tools. Taken together, these innovations save researchers time and effort, reduce the frequency of user design errors and off-target assembly products, decrease research costs, and enable scar-less multipart and combinatorial DNA construction at scales unfeasible without computer-aided design.


Subject(s)
Computer-Aided Design , DNA, Recombinant/chemical synthesis , DNA, Recombinant/genetics , Software , Algorithms , Escherichia coli/genetics , Gene Library , Genetic Engineering , Plasmids/genetics , Synthetic Biology
9.
Curr Biol ; 21(2): R82-92, 2011 Jan 25.
Article in English | MEDLINE | ID: mdl-21256442

ABSTRACT

Nearly all colonial marine invertebrates are capable of allorecognition--the ability to distinguish between self and genetically distinct members of the same species. When two or more colonies grow into contact, they either reject each other and compete for the contested space or fuse and form a single, chimeric colony. The specificity of this response is conferred by genetic systems that restrict fusion to self and close kin. Two selective pressures, intraspecific spatial competition between whole colonies and competition between stem cells for access to the germline in fused chimeras, are thought to drive the evolution of extensive polymorphism at invertebrate allorecognition loci. After decades of study, genes controlling allorecognition have been identified in two model systems, the protochordate Botryllus schlosseri and the cnidarian Hydractinia symbiolongicarpus. In both species, allorecognition specificity is determined by highly polymorphic cell-surface molecules, encoded by the fuhc and fester genes in Botryllus, and by the alr1 and alr2 genes in Hydractinia. Here we review allorecognition phenomena in both systems, summarizing recent molecular advances, comparing and contrasting the life history traits that shape the evolution of these distinct allorecognition systems, and highlighting questions that remain open in the field.


Subject(s)
Gene Expression Regulation/physiology , Invertebrates/classification , Invertebrates/physiology , Models, Biological , Animals , Ecosystem , Species Specificity
10.
Mol Biol Evol ; 28(2): 933-47, 2011 Feb.
Article in English | MEDLINE | ID: mdl-20966116

ABSTRACT

Hydractinia symbiolongicarpus, a colonial cnidarian (class Hydrozoa) epibiont on hermit crab shells, is well established as a model for genetic studies of allorecognition. Recently, two linked loci, allorecognition (alr) 1 and alr2, were identified by positional cloning and shown to be major determinants of histocompatibility. Both genes encode putative transmembrane proteins with hypervariable extracellular domains similar to immunoglobulin (Ig)-like domains. We sought to characterize the naturally occurring variation at the alr2 locus and to understand the origins of this molecular diversity. We examined full-length cDNA coding sequences derived from a sample of 21 field-collected colonies, including 18 chosen haphazardly and two laboratory reference strains. Of the 35 alleles recovered from the 18 unbiased samples, 34 encoded unique gene products. We identified two distinct structural classes of alleles that varied over a large central region of the gene but both possessed highly polymorphic extracellular domains I, similar to an Ig-like V-set domain. The discovery of structurally chimeric alleles provided evidence that interallelic recombination may contribute to alr2 variation. Comparisons of the genomic region encompassing alr2 from two field-derived haplotypes and one laboratory reference sequence revealed a history of structural variation at the haplotype level as well. Maintenance of large numbers of equally rare alleles in a natural population is a hallmark of negative frequency-dependent selection and is expected to produce high levels of heterozygosity. The observed alr2 allelic diversity is comparable with that found in immune recognition molecules such as human leukocyte antigens, B cell Igs, or natural killer cell Ig-like receptors.


Subject(s)
Genetic Variation , Hydrozoa/genetics , Proteins/genetics , Alleles , Animals
11.
Curr Biol ; 20(12): 1122-7, 2010 Jun 22.
Article in English | MEDLINE | ID: mdl-20537535

ABSTRACT

Allorecognition, the ability to discriminate between self and nonself, is ubiquitous among colonial metazoans and widespread among aclonal taxa. Genetic models for the study of allorecognition have been developed in the jawed vertebrates, invertebrate chordate Botryllus, and cnidarian Hydractinia. In Botryllus, two genes contribute to the histocompatibility response, FuHC and fester. In the cnidarian Hydractinia, one of the two known allorecognition loci, alr2, has been isolated, and a second linked locus, alr1, has been mapped to the same chromosomal region, called the allorecognition complex (ARC). Here we isolate alr1 by positional cloning and report it to encode a transmembrane receptor protein with two hypervariable extracellular regions similar to immunoglobulin (Ig)-like domains. Variation in the extracellular domain largely predicts fusibility within and between laboratory strains and wild-type isolates. alr1 was found embedded in a family of immunoglobulin superfamily (IgSF)-like genes, thus establishing that the ARC histocompatibility complex is an invertebrate IgSF-like gene complex.


Subject(s)
Cnidaria/genetics , Immunoglobulins/genetics , Amino Acid Sequence , Animals , Cloning, Molecular , Immunoglobulins/chemistry , Molecular Sequence Data , Phenotype , Sequence Homology, Amino Acid
12.
Curr Biol ; 19(7): 583-9, 2009 Apr 14.
Article in English | MEDLINE | ID: mdl-19303297

ABSTRACT

Colonial marine invertebrates, such as sponges, corals, bryozoans, and ascidians, often live in densely populated communities where they encounter other members of their species as they grow over their substratum. Such encounters typically lead to a natural histocompatibility response in which colonies either fuse to become a single, chimeric colony or reject and aggressively compete for space. These allorecognition phenomena mediate intraspecific competition, support allotypic diversity, control the level at which selection acts, and resemble allogeneic interactions in pregnancy and transplantation. Despite the ubiquity of allorecognition in colonial phyla, however, its molecular basis has not been identified beyond what is currently known about histocompatibility in vertebrates and protochordates. We positionally cloned an allorecognition gene by using inbred strains of the cnidarian, Hydractinia symbiolongicarpus, which is a model system for the study of invertebrate allorecognition. The gene identified encodes a putative transmembrane receptor expressed in all tissues capable of allorecognition that is highly polymorphic and predicts allorecognition responses in laboratory and field-derived strains. This study reveals that a previously undescribed hypervariable molecule bearing three extracellular domains with greatest sequence similarity to the immunoglobulin superfamily is an allodeterminant in a lower metazoan.


Subject(s)
Histocompatibility/immunology , Hydrozoa/immunology , Amino Acid Sequence , Animals , Autoimmunity/immunology , Histocompatibility/genetics , Hydrozoa/cytology , Hydrozoa/genetics , Major Histocompatibility Complex , Molecular Sequence Data , Phenotype , Polymorphism, Genetic , Sequence Alignment
13.
PLoS One ; 3(8): e2457, 2008 Aug 21.
Article in English | MEDLINE | ID: mdl-18716659

ABSTRACT

The evolution of ANTP genes in the Metazoa has been the subject of conflicting hypotheses derived from full or partial gene sequences and genomic organization in higher animals. Whole genome sequences have recently filled in some crucial gaps for the basal metazoan phyla Cnidaria and Porifera. Here we analyze the complete genome of Trichoplax adhaerens, representing the basal metazoan phylum Placozoa, for its set of ANTP class genes. The Trichoplax genome encodes representatives of Hox/ParaHox-like, NKL, and extended Hox genes. This repertoire possibly mirrors the condition of a hypothetical cnidarian-bilaterian ancestor. The evolution of the cnidarian and bilaterian ANTP gene repertoires can be deduced by a limited number of cis-duplications of NKL and "extended Hox" genes and the presence of a single ancestral "ProtoHox" gene.


Subject(s)
Antennapedia Homeodomain Protein/genetics , Cnidaria/genetics , Animals , Genome , Transcription Factors/genetics
14.
BMC Genomics ; 9: 33, 2008 Jan 23.
Article in English | MEDLINE | ID: mdl-18215303

ABSTRACT

BACKGROUND: Mitochondrial genomes (mtDNA) of numerous sponges have been sequenced as part of an ongoing effort to resolve the class-level phylogeny of the Porifera, as well as to place the various lower metazoan groups on the animal-kingdom tree. Most recently, the partial mtDNA of two glass sponges, class Hexactinellida, were reported. While previous phylogenetic estimations based on these data remain uncertain due to insufficient taxon sampling and accelerated rates of evolution, the mtDNA molecules themselves reveal interesting traits that may be unique to hexactinellids. Here we determined the first complete mitochondrial genome of a hexactinellid sponge, Aphrocallistes vastus, and compared it to published poriferan mtDNAs to further describe characteristics specific to hexactinellid and other sponge mitochondrial genomes. RESULTS: The A. vastus mtDNA consisted of a 17,427 base pair circular molecule containing thirteen protein-coding genes, divergent large and small subunit ribosomal RNAs, and a reduced set of 18 tRNAs. The A. vastus mtDNA showed a typical hexactinellid nucleotide composition and shared a large synteny with the other sequenced glass sponge mtDNAs. It also contained an unidentified open reading frame and large intergenic space region. Two frameshifts, in the cox3 and nad6 genes, were not corrected by RNA editing, but rather possessed identical shift sites marked by the extremely rare tryptophan codon (UGG) followed by the common glycine codon (GGA) in the +1 frame. CONCLUSION: Hexactinellid mtDNAs have shown similar trends in gene content, nucleotide composition, and codon usage, and have retained a large gene syntenty. Analysis of the mtDNA of A. vastus has provided evidence diagnostic for +1 programmed translational frameshifting, a phenomenon disparately reported throughout the animal kingdom, but present in the hexactinellid mtDNAs that have been sequenced to date.


Subject(s)
Frameshifting, Ribosomal , Genome, Mitochondrial , Porifera/genetics , Amino Acid Sequence , Animals , Base Composition , Base Sequence , Codon/genetics , Conserved Sequence , DNA, Intergenic , DNA, Mitochondrial/chemistry , DNA, Mitochondrial/genetics , Molecular Sequence Data , Nucleic Acid Conformation , Open Reading Frames , RNA, Transfer/chemistry , RNA, Transfer/genetics , Sequence Homology, Amino Acid , Species Specificity
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