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1.
Cell ; 173(1): 221-233.e12, 2018 03 22.
Artigo em Inglês | MEDLINE | ID: mdl-29551271

RESUMO

Tandem zinc finger (ZF) proteins are the largest and most rapidly diverging family of DNA-binding transcription regulators in mammals. ZFP568 represses a transcript of placental-specific insulin like growth factor 2 (Igf2-P0) in mice. ZFP568 binds a 24-base pair sequence-specific element upstream of Igf2-P0 via the eleven-ZF array. Both DNA and protein conformations deviate from the conventional one finger-three bases recognition, with individual ZFs contacting 2, 3, or 4 bases and recognizing thymine on the opposite strand. These interactions arise from a shortened minor groove caused by an AT-rich stretch, suggesting adaptability of ZF arrays to sequence variations. Despite conservation in mammals, mutations at Igf2 and ZFP568 reduce their binding affinity in chimpanzee and humans. Our studies provide important insights into the evolutionary and structural dynamics of ZF-DNA interactions that play a key role in mammalian development and evolution.


Assuntos
DNA/metabolismo , Proteínas Nucleares/metabolismo , Sequência de Aminoácidos , Animais , Sequência de Bases , Sítios de Ligação , Proteínas de Transporte/química , Proteínas de Transporte/classificação , Proteínas de Transporte/genética , Proteínas de Transporte/metabolismo , DNA/química , Humanos , Fator de Crescimento Insulin-Like II/química , Fator de Crescimento Insulin-Like II/genética , Fator de Crescimento Insulin-Like II/metabolismo , Camundongos , Simulação de Dinâmica Molecular , Proteínas Nucleares/química , Proteínas Nucleares/classificação , Proteínas Nucleares/genética , Conformação de Ácido Nucleico , Pan troglodytes , Filogenia , Polimorfismo de Nucleotídeo Único , Ligação Proteica , Estrutura Terciária de Proteína , Proteínas Recombinantes/biossíntese , Proteínas Recombinantes/química , Proteínas Recombinantes/isolamento & purificação , Alinhamento de Sequência
2.
Chemistry ; 29(20): e202203540, 2023 Apr 06.
Artigo em Inglês | MEDLINE | ID: mdl-36622164

RESUMO

Particular interest has been focused on modulation of solid-state charge transport (CT) in DNA. Nevertheless, it remains challenging to do so in a sensitive and predictive manner due to the lack of a definite relationship between DNA base pair stacking and DNA CT. The challenges can be mainly attributed to the ill-defined systems, which may lead to ambiguous and even contradictory conclusions. Here, we use DNA hairpins to construct the well-defined self-assembled monolayers. We reveal nearly positive-linear correlations between DNA conformation and CT in the DNA hairpins regulated with metal ion chelation and DNA sequence. The correlations have been confirmed by the solid-state current-voltage characteristics and circular dichroism in solution. The enhanced CT via metal ion chelated DNA hairpins is mainly from the improved DNA energy coupling to electrodes, not the almost unchanged energy barrier when Hg ion-induced DNA conformational switches toward the canonical B-form.


Assuntos
DNA , Pareamento de Bases , Conformação de Ácido Nucleico , Sequência de Bases , Dicroísmo Circular
3.
Int J Mol Sci ; 23(3)2022 Feb 02.
Artigo em Inglês | MEDLINE | ID: mdl-35163635

RESUMO

The oocyte and the surrounding cumulus cells (CCs) are deeply linked by a complex bidirectional cross-talk. In this light, the molecular analysis of the CCs is nowadays considered to be precious in providing information on oocyte quality. It is now clear that miRNAs play a key role in several ovarian functions, such as folliculogenesis, steroidogenesis, and ovulation. Thus, in this study, specific miRNAs, together with their target genes, were selected and investigated in CCs to assess the response of patients with normal (NR) and low (LR) ovarian reserve to two different controlled ovarian stimulation (COS) protocols, based on rFSH and hMG. Moreover, a Fourier transform infrared microspectroscopy (FTIRM) analysis was performed to evaluate DNA conformational changes in CCs and to relate them with the two COS protocols. The results evidenced a modulation of the expression of miRNAs and related target genes involved in CCs' proliferation, in vasculogenesis, angiogenesis, genomic integrity, and oocyte quality, with different effects according to the ovarian reserve of patients. Moreover, the COS protocols determined differences in DNA conformation and the methylation state. In particular, the results clearly showed that treatment with rFSH is the most appropriate in NR patients with normal ovarian reserve, while treatment with hMG appears to be the most suitable in LR patients with low ovarian reserve.


Assuntos
Células do Cúmulo , MicroRNAs/metabolismo , Oócitos , Indução da Ovulação/métodos , Adulto , Estudos de Coortes , Células do Cúmulo/citologia , Células do Cúmulo/metabolismo , Feminino , Humanos , Oócitos/citologia , Oócitos/metabolismo , Reserva Ovariana , Ovulação
4.
Molecules ; 26(16)2021 Aug 12.
Artigo em Inglês | MEDLINE | ID: mdl-34443469

RESUMO

The classical genetic code maps nucleotide triplets to amino acids. The associated sequence composition is complex, representing many elaborations during evolution of form and function. Other genomic elements code for the expression and processing of RNA transcripts. However, over 50% of the human genome consists of widely dispersed repetitive sequences. Among these are simple sequence repeats (SSRs), representing a class of flipons, that under physiological conditions, form alternative nucleic acid conformations such as Z-DNA, G4 quartets, I-motifs, and triplexes. Proteins that bind in a structure-specific manner enable the seeding of condensates with the potential to regulate a wide range of biological processes. SSRs also encode the low complexity peptide repeats to patch condensates together, increasing the number of combinations possible. In situations where SSRs are transcribed, SSR-specific, single-stranded binding proteins may further impact condensate formation. Jointly, flipons and patches speed evolution by enhancing the functionality of condensates. Here, the focus is on the selection of SSR flipons and peptide patches that solve for survival under a wide range of environmental contexts, generating complexity with simple parts.


Assuntos
DNA Forma Z/química , DNA Forma Z/genética , Evolução Molecular , Conformação de Ácido Nucleico , Proteínas/química , Proteínas/genética , Animais , Códon , DNA Forma Z/metabolismo , Genética , Humanos , Repetições de Microssatélites/genética , Proteínas/metabolismo
5.
J Fluoresc ; 28(6): 1325-1332, 2018 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-30220014

RESUMO

Here we report the monitoring the instant creation of a new fluorescent signal (FS) aroused from a positively charged water-soluble fluorogenic probe, ethidium bromide (EtBr) in the presence of a radical initiator, ammonium persulfate (APS) and an accelerator, tetraethylmetilendiamine (TEMED) for evaluation of deoxyribonucleic acid (DNA) conformation. The results revealed that the occurred FS (λex = 430 nm; λmax = 525 nm) is a reduced form of EtBr (λex = 480 nm; λmax = 617 nm) and it is completely distinct from hydroethidine (λex = 350 nm; λmax = 430 nm), which is two-electron reduced form of EtBr. It was noticed that EtBr was reduced to a new FS during the polymerization of N, N dimethyacrylamide (DMAA) too, at 25 °C in the presence of APS and TEMED or at 55 °C with only APS, and the rate of formation of FS was increased upon treatment time. The effect of nanoclays such as Laponite XLG® and Laponite XLS®, which provide a protective environment for DNA in nature, were also investigated through the reduction process of EtBr in the absence and presence of a water soluble monomer DMAA. We demonstrated that DNA conformation might be evaluated by monitoring FS effectuated during the reduction of EtBr in the presence of nanoclays having positively and negatively charged surfaces. Protective property of DNA against the formation of reduced product was elucidated by carrying out the polymerization at 55 °C. The results revealed that the monitoring of formation of FS in the presence of radical initiator could lead to elucidate the conformation of DNA upon formation of intercalator complex.


Assuntos
DNA/química , Substâncias Intercalantes/química , Conformação de Ácido Nucleico , Espectrometria de Fluorescência , Espectrofotometria Ultravioleta
6.
J Biol Phys ; 44(1): 101-116, 2018 03.
Artigo em Inglês | MEDLINE | ID: mdl-29464434

RESUMO

The impact of confinement of DNA molecules in a limited volume of the cavity of photonic crystals (PC) on the vibrational properties of the DNA molecule and its conformation is studied. According to our preliminary study, the aqueous shell is removed when the DNA molecules are infiltrated into the PC cavities. Raman scattering (RS) DNA marker lines showed a dramatic conformational change of DNA in the PC cavities and the appearance of new unknown conformational states. We observed the enhancement of vibrational modes of DNA in the PC in comparison with free DNA of about tenfold and the absence of vibrational modes in DNA bases in a region of 1450-1700 cm-1. The observed features in the RS spectra of DNA are explained by the impact of confined interglobular volume and strong localization of the electromagnetic field. Namely, FDTD simulations in linear regime demonstrate the localization of light in cavities of PC with an approximately ninefold enhancement of the electric field within the photonic stop-band, which is the main reason for RS amplification.


Assuntos
DNA/química , Fótons , Vibração , Eletricidade , Análise Espectral Raman
7.
Mol Biol (Mosk) ; 52(4): 705-717, 2018.
Artigo em Russo | MEDLINE | ID: mdl-30113037

RESUMO

Ligand binding influences the dynamics of the DNA helix in both the binding site and adjacent regions. This, in particular, is reflected in the changing pattern of cleavage of complexes under the action of ultrasound. The specificity of ultrasound-induced cleavage of the DNA sugar-phosphate backbone was studied in actinomycin D (AMD) complexes with double-stranded DNA restriction fragments. After antibiotic binding, the cleavage intensity of phosphodiester bonds between bases was shown to decrease at the chromophore intercalation site and to increase in adjacent positions. The character of cleavage depended on the sequences flanking the binding site and the presence of other AMD molecules bound in the close vicinity. A comparison of ultrasonic and DNase I cleavage patterns of AMD-DNA complexes provided more detail on the local conformation and dynamics of the DNA double helix in both binding site and adjacent regions. The results pave the way for developing a novel approach to studies of the nucleotide sequence dependence of DNA conformational dynamics and new techniques to identify functional genome regions.


Assuntos
Sequência de Bases/genética , Pegada de DNA/métodos , DNA/genética , Expressão Gênica/efeitos da radiação , Sítios de Ligação , DNA/química , DNA/efeitos da radiação , Proteínas de Ligação a DNA/química , Proteínas de Ligação a DNA/genética , Dactinomicina/química , Desoxirribonuclease I/química , Expressão Gênica/genética , Substâncias Intercalantes/química , Ligantes , Conformação de Ácido Nucleico/efeitos da radiação , Ondas Ultrassônicas
8.
Chemistry ; 23(39): 9332-9337, 2017 Jul 12.
Artigo em Inglês | MEDLINE | ID: mdl-28504862

RESUMO

This work proposes a facile way to modulate the conformation of DNA from the "Lie-Down" to the "Stand-Up" conformation on the surface of multibranched gold nanoparticles (AuNPs). This is realized by regulating the length of polyadenine (polyA) linked to the DNA sequence and/or the hybridization of this sequence with the target DNA, and can be monitored by the Raman signal owing to the excellent performance of multibranched AuNPs (AuNSs) as a surface-enhanced Raman scattering (SERS) substrate and the distance change between the Raman reporter and the substrate. The probable mechanism, which depends on the repulsion of polyA from the sequence and the tip assembly, has also been probed through theoretical simulation using the finite difference time domain method. By virtue of this strategy, a conformation-transformation-based DNA@AuNS sensor is constructed for the identification of a specific oligonucleotide, which has been used for the detection of DNA sequences associated with Severe Acute Respiratory Syndrome (SARS). This strategy leads to a novel sensing platform with good extendibility for DNA analysis, and provides a powerful protocol for facilitating the cognition of DNA conformation on metal surfaces.

9.
Small ; 12(35): 4821-4829, 2016 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-27434680

RESUMO

Due to its well-defined topology and chemical structure, DNA could become a biological standard sample in the field of nanospectroscopy. Tip-enhanced Raman spectroscopy (TERS) provides new insights into individual DNA molecules immobilized on flat mica crystals. The high sensitivity of TERS is used to assess the chemical changes that appear in DNA upon different surface immobilization protocols.


Assuntos
DNA/química , Nanoestruturas/química , Silicatos de Alumínio/química , Microscopia de Força Atômica , Análise de Componente Principal , Propilaminas/química , Reprodutibilidade dos Testes , Silanos/química , Análise Espectral Raman
10.
Int J Mol Sci ; 16(9): 22754-80, 2015 Sep 21.
Artigo em Inglês | MEDLINE | ID: mdl-26402668

RESUMO

The interaction of simple and ternary Cu(II) complexes of 1,10-phenanthrolines with DNA has been studied extensively because of their various interesting and important functions such as DNA cleavage activity, cytotoxicity towards cancer cells, and DNA based asymmetric catalysis. Such functions are closely related to the DNA binding modes of the complexes such as intercalation, groove binding, and electrostatic surface binding. A variety of spectroscopic methods have been used to study the DNA binding mode of the Cu(II) complexes. Of all these methods, DNA-fiber electron paramagnetic resonance (EPR) spectroscopy affords unique information on the DNA binding structures of the complexes. In this review we summarize the results of our DNA-fiber EPR studies on the DNA binding structure of the complexes and discuss them together with the data accumulated by using other measurements.


Assuntos
Complexos de Coordenação/química , Complexos de Coordenação/farmacologia , Cobre/química , Cobre/farmacologia , DNA/metabolismo , Fenantrolinas/química , Fenantrolinas/farmacologia , DNA/química , Clivagem do DNA/efeitos dos fármacos , Espectroscopia de Ressonância de Spin Eletrônica , Substâncias Intercalantes/química , Substâncias Intercalantes/farmacologia , Ligantes , Modelos Moleculares
11.
Biochim Biophys Acta ; 1830(10): 4660-8, 2013 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-23747297

RESUMO

BACKGROUND: G-quadruplexes are polymorphic non-canonical nucleic acid conformations involved both in physiological and pathological processes. Given the high degree of folding heterogeneity and comparable conformational stabilities, different G-quadruplex forms can occur simultaneously, hence rendering the use of basic instrumental methods for structure determination, like X-ray diffraction or NMR, hardly useful. Footprinting techniques represent valuable and relatively rapid alternative to characterize DNA folding. The natural diterpenoid clerocidin is an alkylating agent that specifically reacts at single-stranded DNA regions, with different mechanisms depending on the exposed nucleotide. METHODS: Clerocidin was used to footprint G-quadruplex structures formed by telomeric and oncogene promoter sequences (c-myc, bcl-2, c-kit2), and by the thrombin binding aptamer. RESULTS: The easy modulability of CL reactivity towards DNA bases permitted to discriminate fully and partially protected sites, highlights stretched portions of the G-quadruplex conformation, and discriminate among topologies adopted by one sequence in different environmental conditions. Importantly, CL displayed the unique property to allow detection of G-quadruplex folding within a duplex context. CONCLUSIONS: CL is a finely performing new tool to unveil G-quadruplex arrangements in DNA sequences under genomically relevant conditions. GENERAL SIGNIFICANCE: Nucleic acid G-quadruplex structures are an emerging research field because of the recent indication of their involvement in a series of key biological functions, in particular in regulation of proliferation-associated gene expression. The use of clerocidin as footprinting agent to identify G-quadruplex structures under genomically relevant conditions may allow detection of new G-quadruplex-based regulatory regions.


Assuntos
Pegada de DNA , Quadruplex G , Sequência de Bases , Dicroísmo Circular , Primers do DNA , Diterpenos/farmacologia , Conformação de Ácido Nucleico
12.
Biopolymers ; 101(6): 640-50, 2014 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-24170251

RESUMO

Our previous DFT computations of deoxydinucleoside monophosphate complexes with Na(+)-ions (dDMPs) have demonstrated that the main characteristics of Watson-Crick (WC) right-handed duplex families are predefined in the local energy minima of dDMPs. In this work, we study the mechanisms of contribution of chemically monotonous sugar-phosphate backbone and the bases into the double helix irregularity. Geometry optimization of sugar-phosphate backbone produces energy minima matching the WC DNA conformations. Studying the conformational variability of dDMPs in response to sequence permutation, we found that simple replacement of bases in the previously fully optimized dDMPs, e.g. by constructing Pyr-Pur from Pur-Pyr, and Pur-Pyr from Pyr-Pur sequences, while retaining the backbone geometry, automatically produces the mutual base position characteristic of the target sequence. Based on that, we infer that the directionality and the preferable regions of the sugar-phosphate torsions, combined with the difference of purines from pyrimidines in ring shape, determines the sequence dependence of the structure of WC DNA. No such sequence dependence exists in dDMPs corresponding to other DNA conformations (e.g., Z-family and Hoogsteen duplexes). Unlike other duplexes, WC helix is unique by its ability to match the local energy minima of the free single strand to the preferable conformations of the duplex.


Assuntos
Carboidratos/química , DNA de Cadeia Simples/química , DNA/química , Ácidos Nucleicos/química , Fosfatos/química , Purinas/química , Pirimidinas/química , Modelos Moleculares , Conformação de Ácido Nucleico , Reprodutibilidade dos Testes , Termodinâmica
13.
Adv Mater ; 36(29): e2313991, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38692575

RESUMO

DNA double-strand breaks (DSBs) yield highly determines radiotherapy efficacy. However, improving the inherent radiosensitivity of tumor DNA to promote radiation-induced DSBs remains a challenge. Using theoretical and experimental models, the underexplored impact of Z-DNA conformations on radiosensitivity, yielding higher DSBs than other DNA conformations, is discovered. Thereout, a radiosensitization strategy focused on inducing Z-DNA conformation, utilizing CBL@HfO2 nanocapsules loaded with a Z-DNA inducer CBL0137, is proposed. A hollow mesoporous HfO2 (HM-HfO2) acts as a delivery and an energy depositor to promote Z-DNA breakage. The nanocapsule permits the smart DSBs accelerator that triggers its radiosensitization with irradiation stimulation. Impressively, the CBL@HfO2 facilitates the B-Z DNA conformational transition, augmenting DSBs about threefold stronger than irradiation alone, generating significant tumor suppression with a 30% cure rate. The approach enables DSBs augmentation by improving the inherent radiosensitivity of DNA. As such, it opens up an era of Z-DNA conformation manipulation in radiotherapy.


Assuntos
Quebras de DNA de Cadeia Dupla , DNA Forma Z , Conformação de Ácido Nucleico , DNA Forma Z/química , Quebras de DNA de Cadeia Dupla/efeitos da radiação , Humanos , Animais , Camundongos , Nanocápsulas/química , Linhagem Celular Tumoral , Tolerância a Radiação , Radiossensibilizantes/química , Neoplasias/radioterapia
14.
Methods Mol Biol ; 2819: 477-496, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39028520

RESUMO

Architectural DNA-binding proteins are key to the organization and compaction of genomic DNA inside cells. Tethered particle motion (TPM) permits analysis of DNA conformation and detection of changes in conformation induced by such proteins at the single molecule level in vitro. As many individual protein-DNA complexes can be investigated in parallel, these experiments have high throughput. TPM is therefore well suited for characterization of the effects of protein-DNA stoichiometry and changes in physicochemical conditions (pH, osmolarity, and temperature). Here, we describe in detail how to perform tethered particle motion experiments on complexes between DNA and architectural proteins to determine their structural and biochemical characteristics.


Assuntos
Proteínas de Ligação a DNA , DNA , Conformação de Ácido Nucleico , DNA/química , DNA/metabolismo , Proteínas de Ligação a DNA/metabolismo , Proteínas de Ligação a DNA/química , Ligação Proteica , Imagem Individual de Molécula/métodos , Movimento (Física)
15.
Int J Biol Macromol ; 267(Pt 2): 131630, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38631581

RESUMO

Understanding of DNA interaction with carbonaceous surfaces (including graphite, graphene and carbon nanotubes) is important for the development of DNA-based biosensors and other biotechnological devices. Though many issues related to DNA adsorption on graphitic surfaces have been studied, some important aspects of DNA interaction with graphite remain unclear. In this work, we use atomic force microscopy (AFM) equipped with super-sharp cantilevers to analyze the morphology and conformation of relatively long DNA molecule adsorbed on a highly oriented pyrolytic graphite (HOPG) surface. We have revealed the effect of DNA embedding into an organic monolayer of N,N'-(decane-1,10-diyl)-bis(tetraglycinamide) (GM), which may "freeze" DNA conformation on a HOPG surface during drying. The dependence of the mean squared point-to-point distance on the contour length suggests that DNA adsorbs on a bare HOPG by a "kinetic trapping" mechanism. For the first time, we have estimated the unfolded fraction of DNA upon contact with a HOPG surface (24 ± 5 %). The obtained results represent a novel experimental model for investigation of the conformation and morphology of DNA adsorbed on graphitic surfaces and provide with a new insight into DNA interaction with graphite.


Assuntos
DNA , Grafite , Microscopia de Força Atômica , Desnaturação de Ácido Nucleico , Grafite/química , Microscopia de Força Atômica/métodos , DNA/química , Propriedades de Superfície , Adsorção , Conformação de Ácido Nucleico
16.
Elife ; 122023 02 13.
Artigo em Inglês | MEDLINE | ID: mdl-36779700

RESUMO

The mammalian NF-κB p52:p52 homodimer together with its cofactor Bcl3 activates transcription of κB sites with a central G/C base pair (bp), while it is inactive toward κB sites with a central A/T bp. To understand the molecular basis for this unique property of p52, we have determined the crystal structures of recombinant human p52 protein in complex with a P-selectin(PSel)-κB DNA (5'-GGGGTGACCCC-3') (central bp is underlined) and variants changing the central bp to A/T or swapping the flanking bp. The structures reveal a nearly two-fold widened minor groove in the central region of the DNA as compared to all other currently available NF-κB-DNA complex structures, which have a central A/T bp. Microsecond molecular dynamics (MD) simulations of free DNAs and p52 bound complexes reveal that free DNAs exhibit distinct preferred conformations, and p52:p52 homodimer induces the least amount of DNA conformational changes when bound to the more transcriptionally active natural G/C-centric PSel-κB, but adopts closed conformation when bound to the mutant A/T and swap DNAs due to their narrowed minor grooves. Our binding assays further demonstrate that the fast kinetics favored by entropy is correlated with higher transcriptional activity. Overall, our studies have revealed a novel conformation for κB DNA in complex with NF-κB and pinpoint the importance of binding kinetics, dictated by DNA conformational and dynamic states, in controlling transcriptional activation for NF-κB.


Assuntos
Subunidade p52 de NF-kappa B , NF-kappa B , Animais , Humanos , DNA/metabolismo , Mamíferos/metabolismo , NF-kappa B/metabolismo , Subunidade p52 de NF-kappa B/química , Ativação Transcricional , Multimerização Proteica
17.
J Hazard Mater ; 460: 132324, 2023 10 15.
Artigo em Inglês | MEDLINE | ID: mdl-37647660

RESUMO

A conjugative, multi-drug-resistant plasmid was irradiated in-vivo and in-vitro with a 265-nm UV-light emitting diode (UV-LED) to investigate the gene inactivation efficiency of a plasmid deoxyribonucleic acid (pDNA) carrying DNA transfer and replication genes. The clinical-isolate 60 kb RP4 plasmid of the IncPα group containing the traG gene, was irradiated intracellularly in E. coli DH5α and extracellularly in a water medium at pH 8.5. Real-time quantitative polymerase chain reaction (RT-qPCR) measurements of the UV-fluence response gene inactivation rate constants revealed a decreasing pattern via a pseudo-1st-order inactivation kinetics in all forms examined. Our findings showed that the intracellular-supercoiled conformation, with k = 6.1 × 10-3 cm2/mJ, has the lowest UV susceptibility (lowest inactivation rate). UV absorbance measurements and a computational approach showed that the host's RNA provides the photo-shielding, demonstrating this high UV resistance. When UV exposure was measured in-vitro, the condensed DNA exhibited a self-shielding effect over supercoiled and denatured DNA due to the hypochromic-hyperchromic effects. This study has shown that large-sized conjugative plasmids with conformation-dependent UV/UV-LED-based gene inactivation play a significant role in preventing the spread of antibiotic resistance.


Assuntos
Escherichia coli , Inativação Gênica , Escherichia coli/genética , Cinética , Conformação Molecular , DNA
18.
Patterns (N Y) ; 2(9): 100329, 2021 Sep 10.
Artigo em Inglês | MEDLINE | ID: mdl-34553171

RESUMO

DNA carries the genetic code of life, with different conformations associated with different biological functions. Predicting the conformation of DNA from its primary sequence, although desirable, is a challenging problem owing to the polymorphic nature of DNA. We have deployed a host of machine learning algorithms, including the popular state-of-the-art LightGBM (a gradient boosting model), for building prediction models. We used the nested cross-validation strategy to address the issues of "overfitting" and selection bias. This simultaneously provides an unbiased estimate of the generalization performance of a machine learning algorithm and allows us to tune the hyperparameters optimally. Furthermore, we built a secondary model based on SHAP (SHapley Additive exPlanations) that offers crucial insight into model interpretability. Our detailed model-building strategy and robust statistical validation protocols tackle the formidable challenge of working on small datasets, which is often the case in biological and medical data.

19.
Front Physiol ; 11: 574654, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-33329024

RESUMO

Dinoflagellates in the family Symbiodiniaceae can live freely in ocean waters or form a symbiosis with a variety of cnidarians including corals, sea anemones, and jellyfish. Trophic plasticity of Symbiodiniaceae is critical to its ecological success as it moves between environments. However, the molecular mechanisms underlying these trophic shifts in Symbiodiniaceae are still largely unknown. Using Breviolum minutum strain SSB01 (designated SSB01) as a model, we showed that Symbiodiniaceae go through a physiological and transcriptome reprogramming when the alga is grown with the organic nitrogen containing nutrients in hydrolyzed casein, but not with inorganic nutrients. SSB01 grows at a much faster rate and maintains stable photosynthetic efficiency when supplemented with casein amino acids compared to only inorganic nutrients or seawater. These physiological changes are driven by massive transcriptome changes in SSB01 supplemented with casein amino acids. The levels of transcripts encoding proteins involved in altering DNA conformation such as DNA topoisomerases, histones, and chromosome structural components were all significantly changed. Functional enrichment analysis also revealed processes involved in translation, ion transport, generation of second messengers, and phosphorylation. The physiological and molecular changes that underlie in vitro trophic transitions in Symbiodiniaceae can serve as an orthogonal platform to further understand the factors that impact the Symbiodiniaceae lifestyle.

20.
ACS Nano ; 14(7): 7927-7939, 2020 07 28.
Artigo em Inglês | MEDLINE | ID: mdl-32668152

RESUMO

Here, we present a three-dimensional two-color dual-particle tracking (3D-2C-DPT) technique that can simultaneously localize two spectrally distinct targets in three dimensions with a time resolution down to 5 ms. The dual-targets can be tracked with separation distances from 33 to 250 nm with tracking precisions of ∼15 nm (for static targets) and ∼35 nm (for freely diffusing targets). Since each target is individually localized, a wealth of data can be extracted, such as the relative 3D position, the 2D rotation, and the separation distance between the two targets. Using this technique, we turn a double-stranded DNA (dsDNA)-linked dumbbell-like dimer into a nanoscopic optical ruler to quantify the bending dynamics of nicked or gapped dsDNA molecules in free solution by manipulating the design of dsDNA linkers (1-nick, 3-nt, 6-nt, or 9-nt single-strand gap), and the results show the increase of kon (linear to bent) from 3.2 to 10.7 s-1. The 3D-2C-DPT is then applied to observe translational and rotational motions of the landing of an antibody-conjugated nanoparticle on the plasma membrane of living cells, revealing the reduction of rotations possibly due to interactions with membrane receptors. This study demonstrates that this 3D-2C-DPT technique is a new tool to shed light on the conformational changes of biomolecules and the intermolecular interactions on plasma membrane.


Assuntos
Microscopia , Nanopartículas , DNA , Difusão , Movimento (Física)
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