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1.
Nat Commun ; 15(1): 4467, 2024 May 25.
Artículo en Inglés | MEDLINE | ID: mdl-38796459

RESUMEN

As daughter centrioles assemble during G2, they recruit conserved Ana3/RTTN followed by its partner Rcd4/PPP1R35. Together, this contributes to the subsequent recruitment of Ana1/CEP295, required for the centriole's conversion to a centrosome. Here, we show that Rcd4/PPP1R35 is also required to maintain 9-fold centriole symmetry in the Drosophila male germline; its absence causes microtubule triplets to disperse into a reduced number of doublet or singlet microtubules. rcd4-null mutant spermatocytes display skinny centrioles that elongate normally and localize centriolar components correctly. Mutant spermatocytes also have centrioles of normal girth that splay at their proximal ends when induced to elongate by Ana1 overexpression. Skinny and splayed spermatid centrioles can still recruit a proximal centriole-like (PCL) structure marking a capability to initiate features of centriole duplication in developing sperm. Thus, stable 9-fold symmetry of microtubule triplets is not essential for centriole growth, correct longitudinal association of centriole components, and aspects of centriole duplication.


Asunto(s)
Centriolos , Proteínas de Drosophila , Microtúbulos , Espermatocitos , Centriolos/metabolismo , Centriolos/ultraestructura , Centriolos/genética , Animales , Masculino , Proteínas de Drosophila/metabolismo , Proteínas de Drosophila/genética , Espermatocitos/metabolismo , Microtúbulos/metabolismo , Drosophila melanogaster/genética , Drosophila melanogaster/metabolismo , Espermátides/metabolismo , Espermátides/citología , Proteínas de Ciclo Celular/metabolismo , Proteínas de Ciclo Celular/genética , Proteínas Asociadas a Microtúbulos/metabolismo , Proteínas Asociadas a Microtúbulos/genética , Mutación , Drosophila
2.
STAR Protoc ; 5(2): 102974, 2024 Apr 05.
Artículo en Inglés | MEDLINE | ID: mdl-38581676

RESUMEN

De novo genome assemblies are common tools for examining novel biological phenomena in non-model organisms. Here, we present a protocol for preparing Drosophila genomic DNA to create chromosome-level de novo genome assemblies. We describe steps for high-molecular-weight DNA preparation with phenol or Genomic-tips, quality control, long-read nanopore sequencing, short-read DNA library preparation, and sequencing. We then detail procedures of genome assembly, annotation, and assessment that can be used for downstream comparison and functional analysis. For complete details on the use and execution of this protocol, please refer to Sperling et al.1.

3.
STAR Protoc ; 4(4): 102585, 2023 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-37740913

RESUMEN

Most species of sexually reproducing Drosophila are capable of some degree of facultative parthenogenesis, which involves the initiation of development in an unfertilized egg. Here, we present an optimized protocol to screen facultative parthenogenesis in Drosophila. We describe steps for the collection and maintenance of virgin flies. We then detail offspring screening for the analysis of parthenogenesis. This protocol can be applied to different Drosophila strains and can be adapted for the analysis of parthenogenesis in other animals. For complete details on the use and execution of this protocol, please refer to Sperling et al.1.


Asunto(s)
Drosophila , Partenogénesis , Animales
4.
Curr Biol ; 33(17): 3545-3560.e13, 2023 09 11.
Artículo en Inglés | MEDLINE | ID: mdl-37516115

RESUMEN

Facultative parthenogenesis enables sexually reproducing organisms to switch between sexual and asexual parthenogenetic reproduction. To gain insights into this phenomenon, we sequenced the genomes of sexually reproducing and parthenogenetic strains of Drosophila mercatorum and identified differences in the gene expression in their eggs. We then tested whether manipulating the expression of candidate gene homologs identified in Drosophila mercatorum could lead to facultative parthenogenesis in the non-parthenogenetic species Drosophila melanogaster. This identified a polygenic system whereby increased expression of the mitotic protein kinase polo and decreased expression of a desaturase, Desat2, caused facultative parthenogenesis in the non-parthenogenetic species that was enhanced by increased expression of Myc. The genetically induced parthenogenetic Drosophila melanogaster eggs exhibit de novo centrosome formation, fusion of the meiotic products, and the onset of development to generate predominantly triploid offspring. Thus, we demonstrate a genetic basis for sporadic facultative parthenogenesis in an animal.


Asunto(s)
Drosophila melanogaster , Drosophila , Animales , Drosophila/genética , Drosophila melanogaster/genética , Partenogénesis/genética , Centrosoma
5.
Genetics ; 224(4)2023 08 09.
Artículo en Inglés | MEDLINE | ID: mdl-37259670

RESUMEN

Gamete formation is essential for sexual reproduction in metazoans. Meiosis in males gives rise to spermatids that must differentiate and individualize into mature sperm. In Drosophila melanogaster, individualization of interconnected spermatids requires the formation of individualization complexes that synchronously move along the sperm bundles. Here, we show that Mob4, a member of the Mps-one binder family, is essential for male fertility but has no detectable role in female fertility. We show that Mob4 is required for proper axonemal structure and its loss leads to male sterility associated with defective spermatid individualization and absence of mature sperm in the seminal vesicles. Transmission electron micrographs of developing spermatids following mob4RNAi revealed expansion of the outer axonemal microtubules such that the 9 doublets no longer remained linked to each other and defective mitochondrial organization. Mob4 is a STRIPAK component, and male fertility is similarly impaired upon depletion of the STRIPAK components, Strip and Cka. Expression of the human Mob4 gene rescues all phenotypes of Drosophila mob4 downregulation, indicating that the gene is evolutionarily and functionally conserved. Together, this suggests that Mob4 contributes to the regulation of the microtubule- and actin-cytoskeleton during spermatogenesis through the conserved STRIPAK complex. Our study advances the understanding of male infertility by uncovering the requirement for Mob4 in sperm individualization.


Asunto(s)
Proteínas de Drosophila , Infertilidad Masculina , Animales , Femenino , Humanos , Masculino , Proteínas Adaptadoras Transductoras de Señales/metabolismo , Drosophila/metabolismo , Drosophila melanogaster/metabolismo , Proteínas de Drosophila/genética , Proteínas de Drosophila/metabolismo , Infertilidad Masculina/genética , Proteínas del Tejido Nervioso/metabolismo , Semen/metabolismo , Espermátides/metabolismo , Espermatogénesis/genética , Testículo/metabolismo
8.
Open Biol ; 13(1): 220325, 2023 01.
Artículo en Inglés | MEDLINE | ID: mdl-36630196

RESUMEN

Studies over the past decade have shown how stem cells representing embryonic and extra-embryonic tissues of the mouse can self-assemble in the culture dish to recapitulate an astonishing part of early embryonic development. A systematic analysis has demonstrated how pluripotent embryonic stem cells can be induced to behave like the implanting epiblast; how they can interact with trophectoderm stem cells to form a patterned structure resembling the implanting embryo prior to gastrulation; and how the third stem cell type-extra-embryonic endoderm cells-can be incorporated to generate structures that undergo the cell movements and gene expression patterns of gastrulation. Moreover, such stem cell-derived embryo models can proceed to neurulation and establish progenitors for all parts of the brain and neural tube, somites, beating heart structures and gut tube. They develop within extra-embryonic yolk sacs that initiate haematopoiesis. Here we trace this journey of discovery.


Asunto(s)
Embrión de Mamíferos , Desarrollo Embrionario , Embarazo , Femenino , Ratones , Animales , Endodermo/metabolismo , Células Madre Embrionarias/metabolismo , Encéfalo , Diferenciación Celular
9.
Biol Open ; 11(11)2022 11 01.
Artículo en Inglés | MEDLINE | ID: mdl-36331102

RESUMEN

The ability to relocalize proteins to defined subcellular locations presents a powerful tool to examine protein-protein interactions that can overcome a tendency of non-targeted exogenous proteins to form inaccessible aggregates. Here, we show that a 24-amino-acid sequence from the Drosophila proapoptotic protein Hid's tail anchor (HTA) domain can target exogenous proteins to the mitochondria in Drosophila cells. We use this HTA tag to target the Drosophila centriole cartwheel protein Sas6 to the mitochondria, and show that both exogenous and endogenous Gorab can be co-recruited from the Golgi to the new mitochondrial site. This accords with our previous observation that monomeric Drosophila Gorab binds Sas6 to become centriole associated with a 50-fold greater affinity than dimeric Gorab binds Rab6 to become localized at the Golgi. Strikingly, Drosophila Sas6 can bind both Drosophila Gorab and its human GORAB ortholog, whereas human SAS6 is unable to bind either GORAB or Gorab. We discuss these findings in relation to the evolutionary conservation of Gorab and the divergence of Sas6, possibly reflecting known differences in persistence of the cartwheel in the centriole duplication cycle of fly and human cells.


Asunto(s)
Proteínas de Drosophila , Drosophila , Proteínas de la Matriz de Golgi , Animales , Humanos , Proteínas de Ciclo Celular/metabolismo , Centriolos/metabolismo , Drosophila/metabolismo , Proteínas de Drosophila/genética , Proteínas de Drosophila/metabolismo , Mitocondrias/genética , Mitocondrias/metabolismo , Proteínas de la Matriz de Golgi/genética , Proteínas de la Matriz de Golgi/metabolismo
10.
Nat Cell Biol ; 24(9): 1341-1349, 2022 09.
Artículo en Inglés | MEDLINE | ID: mdl-36100738

RESUMEN

Mammalian embryos sequentially differentiate into trophectoderm and an inner cell mass, the latter of which differentiates into primitive endoderm and epiblast. Trophoblast stem (TS), extraembryonic endoderm (XEN) and embryonic stem (ES) cells derived from these three lineages can self-assemble into synthetic embryos, but the mechanisms remain unknown. Here, we show that a stem cell-specific cadherin code drives synthetic embryogenesis. The XEN cell cadherin code enables XEN cell sorting into a layer below ES cells, recapitulating the sorting of epiblast and primitive endoderm before implantation. The TS cell cadherin code enables TS cell sorting above ES cells, resembling extraembryonic ectoderm clustering above epiblast following implantation. Whereas differential cadherin expression drives initial cell sorting, cortical tension consolidates tissue organization. By optimizing cadherin code expression in different stem cell lines, we tripled the frequency of correctly formed synthetic embryos. Thus, by exploiting cadherin codes from different stages of development, lineage-specific stem cells bypass the preimplantation structure to directly assemble a postimplantation embryo.


Asunto(s)
Cadherinas , Endodermo , Mamíferos/embriología , Animales , Blastocisto , Cadherinas/genética , Cadherinas/metabolismo , Células Madre Embrionarias/metabolismo , Estratos Germinativos
11.
Nature ; 610(7930): 143-153, 2022 10.
Artículo en Inglés | MEDLINE | ID: mdl-36007540

RESUMEN

Embryonic stem (ES) cells can undergo many aspects of mammalian embryogenesis in vitro1-5, but their developmental potential is substantially extended by interactions with extraembryonic stem cells, including trophoblast stem (TS) cells, extraembryonic endoderm stem (XEN) cells and inducible XEN (iXEN) cells6-11. Here we assembled stem cell-derived embryos in vitro from mouse ES cells, TS cells and iXEN cells and showed that they recapitulate the development of whole natural mouse embryo in utero up to day 8.5 post-fertilization. Our embryo model displays headfolds with defined forebrain and midbrain regions and develops a beating heart-like structure, a trunk comprising a neural tube and somites, a tail bud containing neuromesodermal progenitors, a gut tube, and primordial germ cells. This complete embryo model develops within an extraembryonic yolk sac that initiates blood island development. Notably, we demonstrate that the neurulating embryo model assembled from Pax6-knockout ES cells aggregated with wild-type TS cells and iXEN cells recapitulates the ventral domain expansion of the neural tube that occurs in natural, ubiquitous Pax6-knockout embryos. Thus, these complete embryoids are a powerful in vitro model for dissecting the roles of diverse cell lineages and genes in development. Our results demonstrate the self-organization ability of ES cells and two types of extraembryonic stem cells to reconstitute mammalian development through and beyond gastrulation to neurulation and early organogenesis.


Asunto(s)
Embrión de Mamíferos , Gastrulación , Modelos Biológicos , Neurulación , Organogénesis , Animales , Linaje de la Célula , Embrión de Mamíferos/citología , Embrión de Mamíferos/embriología , Células Madre Embrionarias/citología , Endodermo/citología , Endodermo/embriología , Corazón/embriología , Mesencéfalo/embriología , Ratones , Tubo Neural/embriología , Factor de Transcripción PAX6/deficiencia , Factor de Transcripción PAX6/genética , Prosencéfalo/embriología , Somitos/embriología
12.
Elife ; 102021 03 11.
Artículo en Inglés | MEDLINE | ID: mdl-33704067

RESUMEN

The duplication and ninefold symmetry of the Drosophila centriole requires that the cartwheel molecule, Sas6, physically associates with Gorab, a trans-Golgi component. How Gorab achieves these disparate associations is unclear. Here, we use hydrogen-deuterium exchange mass spectrometry to define Gorab's interacting surfaces that mediate its subcellular localization. We identify a core stabilization sequence within Gorab's C-terminal coiled-coil domain that enables homodimerization, binding to Rab6, and thereby trans-Golgi localization. By contrast, part of the Gorab monomer's coiled-coil domain undergoes an antiparallel interaction with a segment of the parallel coiled-coil dimer of Sas6. This stable heterotrimeric complex can be visualized by electron microscopy. Mutation of a single leucine residue in Sas6's Gorab-binding domain generates a Sas6 variant with a sixteenfold reduced binding affinity for Gorab that cannot support centriole duplication. Thus, Gorab dimers at the Golgi exist in equilibrium with Sas6-associated monomers at the centriole to balance Gorab's dual role.


Asunto(s)
Centriolos/genética , Proteínas de Drosophila/genética , Drosophila melanogaster/genética , Proteínas de la Matriz de Golgi/genética , Animales , Centriolos/metabolismo , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/crecimiento & desarrollo , Drosophila melanogaster/metabolismo , Proteínas de la Matriz de Golgi/metabolismo , Larva/crecimiento & desarrollo , Larva/metabolismo , Mutación
13.
Dev Cell ; 56(7): 1000-1013.e6, 2021 04 05.
Artículo en Inglés | MEDLINE | ID: mdl-33725482

RESUMEN

Lysosome-related organelles (LROs) are endosomal compartments carrying tissue-specific proteins, which become enlarged in Chediak-Higashi syndrome (CHS) due to mutations in LYST. Here, we show that Drosophila Mauve, a counterpart of LYST, suppresses vesicle fusion events with lipid droplets (LDs) during the formation of yolk granules (YGs), the LROs of the syncytial embryo, and opposes Rab5, which promotes fusion. Mauve localizes on YGs and at spindle poles, and it co-immunoprecipitates with the LDs' component and microtubule-associated protein Minispindles/Ch-TOG. Minispindles levels are increased at the enlarged YGs and diminished around centrosomes in mauve-derived mutant embryos. This leads to decreased microtubule nucleation from centrosomes, a defect that can be rescued by dominant-negative Rab5. Together, this reveals an unanticipated link between endosomal vesicles and centrosomes. These findings establish Mauve/LYST's role in regulating LRO formation and centrosome behavior, a role that could account for the enlarged LROs and centrosome positioning defects at the immune synapse of CHS patients.


Asunto(s)
Centrosoma/metabolismo , Gránulos Citoplasmáticos/ultraestructura , Proteínas de Drosophila/fisiología , Proteínas Asociadas a Microtúbulos/metabolismo , Microtúbulos/metabolismo , Huso Acromático/metabolismo , Proteínas de Transporte Vesicular/fisiología , Animales , Línea Celular , Centrosoma/química , Síndrome de Chediak-Higashi , Gránulos Citoplasmáticos/química , Drosophila/química , Drosophila/embriología , Drosophila/metabolismo , Proteínas de Drosophila/análisis , Proteínas de Drosophila/química , Proteínas de Drosophila/genética , Femenino , Humanos , Lisosomas , Proteínas Asociadas a Microtúbulos/genética , Mutación , Oocitos/química , Huso Acromático/química , Proteínas de Transporte Vesicular/análisis , Proteínas de Transporte Vesicular/química , Proteínas de Transporte Vesicular/genética
14.
Open Biol ; 10(12): 200343, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-33352067

RESUMEN

Protein phosphatase 4 (PP4) is an evolutionarily conserved and essential Ser/Thr phosphatase that regulates cell division, development and DNA repair in eukaryotes. The major form of PP4, present from yeast to human, is the PP4c-R2-R3 heterotrimeric complex. The R3 subunit is responsible for substrate-recognition via its EVH1 domain. In typical EVH1 domains, conserved phenylalanine, tyrosine and tryptophan residues form the specific recognition site for their target's proline-rich sequences. Here, we identify novel binding partners of the EVH1 domain of the Drosophila R3 subunit, Falafel, and demonstrate that instead of binding to proline-rich sequences this EVH1 variant specifically recognizes atypical ligands, namely the FxxP and MxPP short linear consensus motifs. This interaction is dependent on an exclusively conserved leucine that replaces the phenylalanine invariant of all canonical EVH1 domains. We propose that the EVH1 domain of PP4 represents a new class of the EVH1 family that can accommodate low proline content sequences, such as the FxxP motif. Finally, our data implicate the conserved Smk-1 domain of Falafel in target-binding. These findings greatly enhance our understanding of the substrate-recognition mechanisms and function of PP4.


Asunto(s)
Sitios de Unión , Secuencia Conservada , Fosfoproteínas Fosfatasas/química , Fosfoproteínas Fosfatasas/metabolismo , Dominios y Motivos de Interacción de Proteínas , Secuencias de Aminoácidos , Secuencia de Aminoácidos , Animales , Humanos , Fosfoproteínas Fosfatasas/genética , Unión Proteica , Relación Estructura-Actividad
15.
Open Biol ; 10(11): 200221, 2020 11.
Artículo en Inglés | MEDLINE | ID: mdl-33171067

RESUMEN

The centriole is a ninefold symmetrical structure found at the core of centrosomes and, as a basal body, at the base of cilia, whose conserved duplication is regulated by Plk4 kinase. Plk4 phosphorylates a single serine residue at the N-terminus of Ana2 to promote Ana2's loading to the site of procentriole formation. Four conserved serines in Ana2's STAN motif are then phosphorylated by Plk4, enabling Sas6 recruitment. Crystallographic data indicate that the coiled-coil domain of Ana2 forms a tetramer but the structure of full-length Ana2 has not been solved. Here, we have employed hydrogen-deuterium exchange coupled with mass spectrometry (HDX-MS) to uncover the conformational dynamics of Ana2, revealing the high flexibility of this protein with one rigid region. To determine the elusive nature of the interaction surfaces between Ana2 and Sas6, we have confirmed complex formation between the phosphomimetic form of Ana2 (Ana2-4D) and Sas6 in vitro and in vivo. Analysis of this complex by HDX-MS identifies short critical regions required for this interaction, which lie in the C-terminal parts of both proteins. Mutational studies confirmed the relevance of these regions for the Ana2-Sas6 interaction. The Sas6 site required for Ana2 binding is distinct from the site required for Sas6 to bind Gorab and Sas6 is able to bind both these protein partners simultaneously.


Asunto(s)
Proteínas de Ciclo Celular/química , Proteínas de Ciclo Celular/metabolismo , Proteínas de Drosophila/química , Proteínas de Drosophila/metabolismo , Dominios y Motivos de Interacción de Proteínas , Secuencia de Aminoácidos , Espectrometría de Masas , Unión Proteica , Mapeo de Interacción de Proteínas , Mapas de Interacción de Proteínas
16.
Open Biol ; 10(8): 200162, 2020 08.
Artículo en Inglés | MEDLINE | ID: mdl-32750256

RESUMEN

While initially recognized as causing respiratory disease, the SARS-CoV-2 virus also affects many other organs leading to other complications. It has emerged that advanced age and obesity are risk factors for complications but questions concerning the potential effects on fetal health and successful pregnancy for those infected with SARS-CoV-2 remain largely unanswered. Here, we examine human pre-gastrulation embryos to determine the expression patterns of the genes ACE2, encoding the SARS-CoV-2 receptor, and TMPRSS2, encoding a protease that cleaves both the viral spike protein and the ACE2 receptor to facilitate infection. We show expression and co-expression of these genes in the trophoblast of the blastocyst and syncytiotrophoblast and hypoblast of the implantation stages, which develop into tissues that interact with the maternal blood supply for nutrient exchange. Expression of ACE2 and TMPRSS2 in these tissues raises the possibility for vertical transmission and indicates that further work is required to understand potential risks to implantation, placental health and fetal health that require further study.


Asunto(s)
Betacoronavirus/metabolismo , Infecciones por Coronavirus/patología , Embrión de Mamíferos/metabolismo , Peptidil-Dipeptidasa A/metabolismo , Neumonía Viral/patología , Serina Endopeptidasas/metabolismo , Enzima Convertidora de Angiotensina 2 , Betacoronavirus/aislamiento & purificación , COVID-19 , Infecciones por Coronavirus/transmisión , Infecciones por Coronavirus/virología , Femenino , Humanos , Pandemias , Peptidil-Dipeptidasa A/genética , Neumonía Viral/transmisión , Neumonía Viral/virología , Embarazo , Primer Trimestre del Embarazo , SARS-CoV-2 , Serina Endopeptidasas/genética , Análisis de la Célula Individual , Trofoblastos/metabolismo
17.
J Cell Biol ; 219(8)2020 09 07.
Artículo en Inglés | MEDLINE | ID: mdl-32543652

RESUMEN

Rcd4 is a poorly characterized Drosophila centriole component whose mammalian counterpart, PPP1R35, is suggested to function in centriole elongation and conversion to centrosomes. Here, we show that rcd4 mutants exhibit fewer centrioles, aberrant mitoses, and reduced basal bodies in sensory organs. Rcd4 interacts with the C-terminal part of Ana3, which loads onto the procentriole during interphase, ahead of Rcd4 and before mitosis. Accordingly, depletion of Ana3 prevents Rcd4 recruitment but not vice versa. We find that neither Ana3 nor Rcd4 participates directly in the mitotic conversion of centrioles to centrosomes, but both are required to load Ana1, which is essential for such conversion. Whereas ana3 mutants are male sterile, reflecting a requirement for Ana3 for centriole development in the male germ line, rcd4 mutants are fertile and have male germ line centrioles of normal length. Thus, Rcd4 is essential in somatic cells but is not absolutely required in spermatogenesis, indicating tissue-specific roles in centriole and basal body formation.


Asunto(s)
Centriolos/fisiología , Cilios/fisiología , Animales , Axonema/fisiología , Axonema/ultraestructura , Cilios/ultraestructura , Proteínas de Drosophila/fisiología , Femenino , Masculino , Mutación , Biogénesis de Organelos , Unión Proteica , Espermatogénesis/fisiología
18.
19.
Dev Cell ; 51(6): 698-712.e8, 2019 12 16.
Artículo en Inglés | MEDLINE | ID: mdl-31846649

RESUMEN

Mammalian blastocysts comprise three distinct cell lineages essential for development beyond implantation: the pluripotent epiblast, which generates the future embryo, and surrounding it the extra-embryonic primitive endoderm and the trophectoderm tissues. Embryonic stem cells can reintegrate into embryogenesis but contribute primarily to epiblast lineages. Here, we show that mouse embryonic stem cells cultured under extended pluripotent conditions (EPSCs) can be partnered with trophoblast stem cells to self-organize into blastocyst-like structures with all three embryonic and extra-embryonic lineages. Morphogenetic and transcriptome profiling analyses reveal that these blastocyst-like structures show distinct embryonic-abembryonic axes and primitive endoderm differentiation and can initiate the transition from the pre- to post-implantation egg cylinder morphology in vitro.


Asunto(s)
Blastocisto/citología , Implantación del Embrión/fisiología , Endodermo/citología , Células Madre Embrionarias de Ratones/citología , Animales , Diferenciación Celular/fisiología , Linaje de la Célula/fisiología , Embrión de Mamíferos/metabolismo , Desarrollo Embrionario/fisiología , Regulación del Desarrollo de la Expresión Génica , Ratones
20.
Mar Pollut Bull ; 145: 96-104, 2019 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-31590839

RESUMEN

Coastal water clarity varies at high temporal and spatial scales due to weather, climate, and human activity along coastlines. Systematic observations are crucial to assessing the impact of water clarity change on aquatic habitats. In this study, Secchi disk depths (ZSD) from Boston Harbor, Buzzards Bay, Cape Cod Bay, and Narragansett Bay water quality monitoring organizations were compiled to validate ZSD derived from Landsat 8 (L8) imagery, and to generate high spatial resolution ZSD maps. From 58 L8 images, acceptable agreement was found between in situ and L8 ZSD in Buzzards Bay (N = 42, RMSE = 0.96 m, MAPD = 28%), Cape Cod Bay (N = 11, RMSE = 0.62 m, MAPD = 10%), and Narragansett Bay (N = 8, RMSE = 0.59 m, MAPD = 26%). This work demonstrates the value of merging in situ ZSD with high spatial resolution remote sensing estimates for improved coastal water quality monitoring.


Asunto(s)
Monitoreo del Ambiente/métodos , Imágenes Satelitales , Agua de Mar/análisis , Contaminación del Agua/análisis , Calidad del Agua , Boston , Ecosistema
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