There is currently no formal consensus on the administration of adjuvant chemotherapy to stage I lung squamous cell carcinoma (LUSC) patients despite the poor prognosis. The side effects of adjuvant chemotherapy need to be balanced against the risk of tumour recurrence. Prognostic markers are thus needed to identify those at higher risks and recommend individualised treatment regimens.
 
  Clinical and sequencing data of stage I patients were retrieved from the Lung Squamous Cell Carcinoma project of the Cancer Genome Atlas (TCGA) and three tissue microarray datasets. In a novel K-resample gene selection algorithm, gene-wise Cox proportional hazard regressions were repeated for 50 iterations with random resamples from the TCGA training dataset. The top 200 genes with the best predictive power for survival were chosen to undergo an L1-penalised Cox regression for further gene selection.
 
  A total of 602 samples of LUSC were included, of which 42.2% came from female patients, 45.3% were stage IA cancer. From anperformed the rest in the TCGA testing dataset and in predicting long-term risk at eight years in all three validation datasets.
 
  The 12-gene prognostic model may serve as a useful complementary clinical risk-stratification tool for stage I and especially stage IA lung squamous cell carcinoma patients to guide clinical decision making.
 The 12-gene prognostic model may serve as a useful complementary clinical risk-stratification tool for stage I and especially stage IA lung squamous cell carcinoma patients to guide clinical decision making.The bryophyte Marchantia polymorpha , has attracted significant attention as a powerful experimental system for studying aspects of plant biology including synthetic biology applications. We describe an efficient and simple recursive Type IIS DNA assembly method for the generation of DNA constructs for chloroplast genome manipulation, and an optimized technique for Marchantia chloroplast genome transformation. The utility of the system was demonstrated by the expression of a chloroplast codon-optimized cyan fluorescent protein.We describe a simple and efficient plastid transformation method for the liverwort, Marchantia polymorpha L. Use of rapidly proliferating cells such as sporelings, which are immature thalli developing from spores, as targets made plastid transformation by particle bombardment efficient.  https://www.selleckchem.com/products/sitagliptin.html  Selection on a sucrose-free medium and linearization of the transformation vector significantly improved the recovery rate of plastid transformants. With the method described here, a few plastid transformants are obtained from a single bombardment of sporelings. Homoplasmic transformants of thalli are obtained immediately after primary selection.The moss Physcomitrium (Physcomitrella) patens performs efficient homologous recombination in both the nucleus and plastid enabling the study of individual gene function by generating precise inactivation or modification of genes. Polyethylene glycol (PEG)-mediated transformation of protoplasts is routinely used to study the nuclear gene function of P. patens. PEG-mediated protoplast transformation is also applied for plastid transformation of this moss. The efficiency of plastid transformation is quite reliable and one or two homoplasmic transplastomic lines are obtained in a plastid transformation experiment (5 × 105 protoplasts) by selection for spectinomycin resistance.The green unicellular alga Chlamydomonas reinhardtii has emerged as a very attractive model system for chloroplast genetic engineering. Algae can be transformed readily at the chloroplast level through bombardment of cells with a gene gun and transformants can be selected using antibiotic resistance or phototrophic growth. An inducible chloroplast gene expression system could be very useful for several reasons. First, it could be used to elucidate the function of essential chloroplast genes required for cell growth and survival. Second, it could be very helpful for expressing proteins which are toxic to the algal cells. Third, it would allow for the reversible depletion of photosynthetic complexes, thus making it possible to study their biogenesis in a controlled fashion. Fourth, it opens promising possibilities for hydrogen production in Chlamydomonas. Here we describe an inducible/ repressible chloroplast gene expression system in Chlamydomonas in which the copper-regulated Cyc6 promoter or the vitamin-controlled MetE promoter and TPP riboswitch drive the expression of the nuclear Nac2 gene encoding a protein which is targeted to the chloroplast where it acts specifically on the chloroplast psbD 5' untranslated region and is required for the stable accumulation of the psbD mRNA and photosystem II. The system can be used for any chloroplast gene or trans-gene by placing it under the control of the psbD 5'untranslated region.The availability of routine methods for the genetic engineering of the chloroplast genome of Chlamydomonas reinhardtii is allowing researchers to explore the use of this microalga as a phototrophic cell platform for synthesis of high value recombinant proteins and metabolites. However, the established method for delivering transforming DNA into the algal chloroplast involves microparticle bombardment using an expensive "gene gun". Furthermore, selection of transformant lines most commonly involves the use of a bacterial antibiotic resistance gene. In this chapter, we describe a simple and cheap delivery method in which cell-DNA suspensions are agitated with glass beads a method that is more commonly used for nuclear transformation of Chlamydomonas. We also describe the use of plasmid expression vectors that target transgenes to a neutral site within the chloroplast genome between psbH and trnE2, and employ psbH as the selectable marker-thereby avoiding issues of unwanted antibiotic resistance genes in the resulting transgenic lines. Finally, we highlight a feature in our latest vectors in which the presence of a novel tRNA gene on the plasmid results in recognition within the chloroplast of UGA stop codons in transgenes as tryptophan codons. This feature simplifies the cloning of transgenes that are normally toxic to E. coli, serves as a biocontainment strategy restricting the functional escape of transgenes from the algal chloroplast to environmental microorganisms, and offers a simple system of temperature-regulated translation of transgenes.