The development of machine learning (ML) predictors does not necessarily require the employment of expansive classifiers and complex feature encoding schemes to achieve the highest accuracy scores. It rather requires data pre-processing, feature optimization, and robust evaluation to ensure consistent results and generalizability. Herein, we describe a multi-stage process to develop a reliable ML predictor of cell penetrating peptides (CPPs). We emphasize the challenges of: (i) the generation of representative datasets with all required pre-processing procedures; (ii) comprehensive and exclusive encoding of peptides using their amino acid composition; (iii) obtaining an optimized feature set using a simple classifier (support vector machine, SVM); (iv) ensuring consistent results; and (v) verifying generalizability at the highest achievable accuracy scores. Two peptide sub-spaces were used to generate the negative examples, which are required, along with the known CPPs, to train the classifier. These included: (i) randomly generated peptides with all amino acid types being equally represented and (ii) extracted peptides from receptor proteins. Results indicated that the randomly generated dataset performed perfectly well within its own peptide sub-space, while it poorly generalized to the other sub-space. Conversely, the dataset extracted from receptor proteins, while achieving lower accuracies, showed a perfect generalizability to the other peptide sub-space. We combined the qualities of these two datasets by utilizing the average of their predictions within our ultimate framework. This functional ML predictor, WLVCPP, and associated software and datasets can be downloaded from <a ext-link-type="uri" href="https://github.com/BahaaIsmail/WLVCPP">https://github.com/BahaaIsmail/WLVCPP</a>.

As an evolutionarily conserved pathway, Hippo signaling not only plays a key role in embryonic development, but also regulates the initiation and progression of cancer. The upstream factors regulating the Hippo pathway are complex, including cell–cell contact, cell–extracellular matrix contact, membrane receptor–ligand binding, and cytoskeletal tension. In response to these mechanical or soluble cues, the Hippo core kinases are activated or inactivated, regulating the activity of key transcription co-factor YAP/TAZ thus yielding biological consequences. In the context of neoplasm, dysregulation of Hippo signaling contributes to cancer hallmarks such as sustained proliferation, stem-like properties, and metastasis. Importantly, targeting Hippo signaling by chemicals is emerging as a promising anticancer strategy. This article briefly introduces the discovery process of the Hippo pathway, summarizes the upstream signals regulating the Hippo pathway, discusses the relationship between Hippo inactivation and cancer development, and highlights the potential use of chemicals targeting Hippo signaling in cancer treatment.

Classic psychedelics such as psilocybin, ketamine and lysergic acid diethylamide (LSD) are 5HT2A serotonin receptor agonists that produce individualised subjective affects. Today, public interest in psychedelic medicine has reached a fervour but the evidence for clinical benefit still lags. Psilocybin and psilocin are tryptophan based alkaloids found worldwide in mushrooms of the genera Psilocybe, Panaeolus, Conocybe, Gymnopilus, Stropharia, Pluteus and Panaeolina. This review addresses the current evidence base for psilocybin as a clinical medicine, the general chemistry and proposed mechanism of its therapeutic effect and future research directions for psilocybin based therapies.

The study of nonlinear optics in the 1960s attracted considerable attention from a theoretical standpoint, engendering many proposals for practical use of these new photonic effects. Among these suggestions, the development of efficient two-photon absorption (2PA) has attracted sustained interest due to its demonstrated (or potential) use in a broad range of applications that include optical data storage, optical limiting and nanofabrication. The use of 2PA in biological applications is particularly appealing. This is because 2PA offers several advantages for bio-oriented applications, such as intrinsic three-dimensional resolution, increased penetration depth in biological materials such as tissue and highly focused excitation at half-energy, leading to a decrease of auto-fluorescence and photodamage. In this Primer Review, we introduce the essential background theory needed for an understanding of the field, we describe the key experiments deployed to quantify material performance, we discuss the evolution of 2PA molecular design, and we summarise the state-of-the-art and the existing challenges in the use of 2PA in imaging, therapy and theranostics.

The detection of protein biomarkers is crucial for early disease diagnosis. However, these biomarkers are present at low levels in serum, and the detection signal is easily interfered with by high levels of proteins. These factors pose major challenges for direct biomarker detection by existing technologies; thus, sample pre-treatments are performed as the best solution. Molecularly imprinted polymers have excellent properties of good binding ability, high selectivity and low cost, making this technique one of the best for serum pre-treatment. This review discusses the recent research status and development of bulk and surface imprinting techniques for high-abundance proteins. Furthermore, this paper emphasizes the research overview and progress of substrate and template selection, template immobilization technology and strategies to control the thickness of imprinted polymers when using the surface imprinting technique. Finally, the main challenges of molecular imprinting technique (MIT) application for high-abundance proteins and the future direction of this field are highlighted.

Photocycloadditions of benzene derivatives with alkenes play an important role as key steps in organic synthesis. Intramolecular reactions have been most frequently studied in this context. Often, meta or [2 + 3] photocycloadditions take place in competition with ortho or [2 + 2] additions. The influence of the substitution pattern and the spin multiplicity of the excited state on the outcome of these reactions is discussed. A topological analysis permitting a systematic application of the [2 + 3] photocycloadditions to the total synthesis of natural products is presented and a selection of corresponding syntheses is discussed. More recently the [2 + 2] photocycloaddition and consecutive rearrangements on organic synthesis have been published. Some approaches in the context of asymmetric synthesis have also been reported.

Entheogenic natural products (e.g., psylocybin and dimethyltryptamine) are emerging as effective therapeutics to treat debilitating mood disorders that are unresponsive to conventional treatment. The detailed evaluation of psychotropic plants will conceivably lead to the discovery of structurally distinct entheogens that may offer improved or complementary medicinal properties to the classic entheogens. The plant Peganum harmala has a rich history in traditional medicine, with consumption inducing a host of central nervous system (CNS) symptoms, including hallucinations. Given alkaloids are uniquely capable of altering the CNS physiology owing to their ability to cross the blood–brain barrier, the natural product(s) responsible for the entheogenic properties are likely hidden in its structurally diverse alkaloid profile. Herein, an overview of the 160 alkaloids isolated from P. harmala is provided. Remarkably, bioactivity data is scarce, limited to inhibition of monoamine oxidases and cholinesterases in a few cases, with the majority having no reported bioactivity at all. As none of the classic entheogens have been detected in P. harmala, this collection of alkaloids provides a useful reference point in the search of structurally unique entheogens.

Nanoscale SAPO-34 molecular sieves were synthesized by adding different types of seed into hydrothermal synthesis systems with tetraethylammonium hydroxide (TEAOH) and triethylamine (TEA) & tetraethylammonium bromide (TEABr) as templates. The effects of different types of template and seed on the crystal structure, morphology, grain size and acidity of the molecular sieves were characterized by X-ray diffraction (XRD), scanning electron microscopy (SEM), N2 isothermal adsorption–desorption and ammonia temperature-programmed desorption (NH3-TPD). The methanol-to-olefins (MTO) reaction performance of the synthesized samples was investigated in a fixed-bed reactor. The results showed that crystalline supernatant and seed soaking solution could be used as liquid seeds to assist in the synthesis of SAPO-34 molecular sieves with a lamellar structure. The yield of SAPO-34 synthesized by seed increased from 38.64 to 59.68%, and the methanol conversion rate was significantly improved as compared with that of SAPO-34 synthesized without seed. The nano-thickness of SAPO-34 synthesized with TEA&TEABr instead of TEAOH as template decreased from 100–150 to 40–50 nm, and the lifetime increased from 360 to 400 min with the original yield kept constant.