Development of novel immunotherapies against bladder cancer

Le cancer de la vessie est le deuxième cancer urologique le plus fréquent dans le monde. La plupart des patients (75%) sont initialement diagnostiqués avec un cancer non musculo- invasif. Après résection trans-urétrale, ie traitement standard pour ce type de lésion chez les patients présentant un risque important de récidive/progression consiste en une série d'instillations intravésicales du Bacille de Calmette-Guerin (i.e. le vaccin BCG). Cependant cette "BCG thérapie" est associée à des effets secondaires non négligeables et s'avère inefficace dans 30% des cas, des limitations donc importantes qui soulignent la nécessité de développer des stratégies thérapeutiques alternatives. L'utilisation d'antigènes associés aux tumeurs (TAA) comme vaccin, combinée à une application locale d'immunostimulants sur le site tumoral, est une approche prometteuse en vue de maximiser les réponses immunitaires anti-tumorales localement. Nous montrons que la bactérie vivante atténuée Ty21a, issue du vaccin Vivotif® contre la fièvre typhoïde, peut être utilisée comme immunostimulant intravésical (IVES), mais ce uniquement dans le cas où la bactérie est en phase exponentielle de croissance (Vivotif exp). En effet, l'instillation IVES de Vivotif exp à la suite d'une vaccination par un TAA, un antigène mineur d'histocompatibilité mâle H-Y (Uty), permet d'augmenter de 15 fois le nombre de cellules T CD8 totales et spécifiques de l'antigène dans la vessie. Le recrutement des cellules T est TLR4-dépendent, ce qui suggère un rôle des lipopolysaccharides du Vivotif exp. Par ailleurs, en comparaison avec le contenu bactérien de la capsule de Vivotif, les bactéries en phase exponentielle de croissance permettent également une augmentation préférentielle des chemokines C5/C5a, CXCL1, CXCL2 et CXCL5 dans la vessie, mais pas du nombre de cellules T exprimant les récepteurs apparentés (C5aR et CXCR2). De plus, combiner la vaccination Uty avec le Vivotif exp en IVES permet d'améliorer la survie des souris présentant une tumeur orthotopique de la vessie exprimant l'antigène Uty (lignée tumorale murine MB49). Puisque pour certains cancers, aucun TAA - du moins exprimé à tous les stades tumoraux - n'est identifié, il est nécessaire de développer d'autres approches non vaccinales. Dans une deuxième partie de ce travail de thèse, nous avons donc investigué deux stratégies permettant d'induire une destruction des cellules tumorales, la thérapie génique par gène de suicide, d'une part, et la thérapie photodynamique dans le proche infrarouge (NIR-PDT), d'autre part. Pour appliquer ces thérapies, nous avons utilisé comme vecteur sûr et non toxique une forme non réplicative du virus du « Human Papillomavirus » (HPV) capable de "pseudo-infecter" préférentiellement les souris présentant des tumeurs vésicales (MB49). L'utilisation de pseudovirions (PsV) HPV portant comme gène suicide la thymidine kinase, une enzyme du virus de l'herpès simplex, suivi d'un traitement par la prodrogue Ganciclovir, permet de tuer 90% des cellules MB49 in-vitro ainsi que de ralentir significativement le développement des tumeurs vésicales in-vivo. Par ailleurs, l'emploi de particules pseudo- virales HPV couplées à la phtalocyanine IR700, un pigment photosensible présentant un pouvoir cytotoxique une fois activé, permet de tuer, après application d'une lumière dans le proche infrarouge, quasi 100% des cellules MB49 in-vitro et, plus important, de régresser des tumeurs in-vivo. De façon générale, ce travail de thèse présente des approches thérapeutiques innovantes et prometteuses pour le traitement des patients avec un cancer non musculo-invasif de la vessie. -- Bladder cancer is the second most common urological malignancy in the world. At initial diagnosis, non-muscle invasive bladder cancer (NMIBC) accounts for 75% of bladder cancer. The standard of care of NMIBC consists of intravesical (IVES) treatments with Bacillus- Calmette-Guerin (BCG) following transurethral resections of the lesions. However, repeated BCG treatments are associated with significant side effects and treatment failure may occur in 30% of the cases, underlying the necessity of alternative therapeutic strategies. The use of tumor-associated antigens (TAA) as vaccines followed by the local application of immunostimulants where the tumor resides is a promising approach to increase anti-tumor immune responses locally. We show that live attenuated Ty21a bacteria used from the vivotif® vaccine against typhoid fever can efficiently be used as IVES immunostimulant, only if bacteria are grown to exponential phase (Vivotif exp). In this condition, IVES immunostimulation after TAA vaccination with a minor histocompatibility male antigen HY (Uty) resulted in more than 15-fold increase of both vaccine-specific and total CD8-T cells in the bladder. T cell recruitment was mediated by TLR-4 suggesting that it was mainly mediated by lipopolysaccharides of Vivotif exp. In addition, these bacteria, as compared to the bacterial content of the vivotif capsule preferentially increased C5/C5a, CXCL1, CXCL2 and CXCL5 chemokines, but not the numbers of T cells expressing the cognate receptors (C5aR and CXCR2). Combination of IVES Vivotif exp with Uty vaccination improved survival of mice with pre-established orthotopic Uty-expressing MB49 murine bladder tumors, as compared to vaccination alone. As known TAA are not identified in all cancers, or not expressed in all stages of the tumor, we further investigated two potent approaches able of initiating tumor-cell destruction, suicide-gene therapy and near-infrared (NIR) photodynamic therapy (PDT). Towards a safe and non-toxic application of these therapies, we used Human Papillomavirus (HPV) replication-defective vectors that were able to preferentially pseudo-infect MB49-tumor bearing mice. HPV pseudovirions (PsV) carrying the Herpex-Simplex virus thymidine kinase suicide-gene followed by treatment with the prodrug Ganciclovir resulted in 90% of MB49 cell-death in-vitro and was able to significantly reduce bladder tumor growth in-vivo. Furthermore, HPV virus-like particles coupled to a NIR phtalocyanine dye, IR700 in combination with specific NIR light led to almost 100% of MB49 cell-death in-vitro and more interestingly, to bladder tumors shrinkage in-vivo. Overall, in this thesis, we offer promising therapeutic approaches for application in NMIBC patients.

Mikrozystisches Makulaödem bei Optikusatrophie: eine Fallserie Microcystic Macular Edema in Optic Nerve Atrophy: A Case Series.

Background:Microcystic macular edema can occur after optic neuropathies of various etiologies, and is easily demonstrated by OCT. We report a cohort of patients with microcystic macular edema. Patients and Methods: All patients with optic neuropathy and microcystic macular edema were enrolled. Demographics, visual function, retinal angiographies and OCT parameters were studied. Results: Nineteen patients (23 eyes) exhibited microcystic macular edema: 10 men/9 women, aged 17-91 years. Etiologies of optic nerve atrophy were compressive (5), inflammatory (4), glaucoma (3), ischemic (3), trauma (2), degenerative (1), and hereditary (1). Median visual acuity was 4/10 (NLP-12/10). Fluorescein angiography showed no leakage. Topography of the microcystic macular edema correlated with near infrared images but with visual field defects in only 26 %. OCT parameters were all abnormal. Conclusions: Microcystic macular edema is a non-specific manifestation from an optic neuropathy of any etiology. The precise mechanism leading to microcystic macular edema remains unknown but trans-synaptic retrograde degeneration with Müller cells dysfunction is likely. Zusammenfassung Hintergrund: Das mikrozystische Makulaödem kann im Rahmen einer Optikusatrophie jeglicher Ätiologie auftreten und ist leicht mit dem OCT zu erkennen. Wir berichten über eine Patientenkohorte mit mikrozystischem Makulaödem. Patienten und Methoden: Alle Patienten mit einer Optikusneuropathie und einem mikrozystischen Makulaödem wurden in diese Studie eingeschlossen. Die Demografie, die Sehfunktion, die Netzhautangiografie und die OCT-Parameter wurden untersucht. Ergebnisse: Neunzehn Patienten (23 Augen) hatten ein mikrozystisches Makulaödem: 10 Männer/9 Frauen im Alter von 17 bis 91 Jahren. Die Ursachen der Optikusatrophie waren Kompressionen (5), Entzündungen (4), Glaukom (3), Ischämien (3), Traumata (2), Degenerationen (1) und genetisch (1). Der mittlere Visus war 0,4 (keine Lichtwahrnehmung 1,2). In der Fluoreszenzangiografie fand sich keine Leckage. Das OCT des mikrozystischen Makulaödems korrelierte immer mit den Infrarot-Bildern (Nahaufnahme), jedoch nur in 26 % mit den Gesichtsfelddefekten. Alle OCT-Parameter waren abnormal. Schlussfolgerungen: Das mikrozystische Makulaödem ist eine unspezifische Manifestation einer Optikusneuropathie jeglicher Ätiologie. Der genaue Mechanismus, der zu einem mikrozystischen Makulaödem führt, ist unbekannt, eine trans-synaptische retrograde Degeneration mit Dysfunktion der Müller-Zellen ist jedoch wahrscheinlich.

Deep radio images of the HEGRA and Whipple TeV sources in the Cygnus OB2 region.

The modern generation of Cherenkov telescopes has revealed a new population of gamma-ray sources in the Galaxy. Some of them have been identified with previously known X-ray binary systems while other remain without clear counterparts a lower energies. Our initial goal here was reporting on extensive radio observations of the first extended and yet unidentified source, namely TeV J2032+4130. This object was originally detected by the HEGRA telescope in the direction of the Cygnus OB2 region and its nature has been a matter of debate during the latest years. The situation has become more complex with the Whipple and MILAGRO telescopes new TeV detections in the same field which could be consistent with the historic HEGRA source, although a different origin cannot be ruled out. Aims.We aim to pursue our radio exploration of the TeV J2032+4130 position that we initiated in a previous paper but taking now into account the latest results from new Whipple and MILAGRO TeV telescopes. The data presented here are an extended follow up of our previous work. Methods.Our investigation is mostly based on interferometric radio observations with the Giant Metre Wave Radio Telescope (GMRT) close to Pune (India) and the Very Large Array (VLA) in New Mexico (USA). We also conducted near infrared observations with the 3.5 m telescope and the OMEGA2000 camera at the Centro Astronómico Hispano Alemán (CAHA) in Almería (Spain). Results.We present deep radio maps centered on the TeV J2032+4130 position at different wavelengths. In particular, our 49 and 20 cm maps cover a field of view larger than half a degree that fully includes the Whipple position and the peak of MILAGRO emission. Our most important result here is a catalogue of 153 radio sources detected at 49 cm within the GMRT antennae primary beam with a full width half maximum (FWHM) of 43 arc-minute. Among them, peculiar sources inside the Whipple error ellipse are discussed in detail, including a likely double-double radio galaxy and a one-sided jet source of possible blazar nature. This last object adds another alternative counterpart possibility to be considered for both the HEGRA, Whipple and MILAGRO emission. Moreover, our multi-configuration VLA images reveal the non-thermal extended emission previously reported by us with improved angular resolution. Its non-thermal spectral index is also confirmed thanks to matching beam observations at the 20 and 6 cm wavelengths.

Lidar measurement of surface melt for a temperate Alpine glacier at the seasonal and hourly scales

This study shows how a new generation of terrestrial laser scanners can be used to investigate glacier surface ablation and other elements of glacial hydrodynamics at exceptionally high spatial and temporal resolution. The study area is an Alpine valley glacier, Haut Glacier d'Arolla, Switzerland. Here we use an ultra-long-range lidar RIEGL VZ-6000 scanner, having a laser specifically designed for measurement of snow- and ice-cover surfaces. We focus on two timescales: seasonal and daily. Our results show that a near-infrared scanning laser system can provide high-precision elevation change and ablation data from long ranges, and over relatively large sections of the glacier surface. We use it to quantify spatial variations in the patterns of surface melt at the seasonal scale, as controlled by both aspect and differential debris cover. At the daily scale, we quantify the effects of ogive-related differences in ice surface debris content on spatial patterns of ablation. Daily scale measurements point to possible hydraulic jacking of the glacier associated with short-term water pressure rises. This latter demonstration shows that this type of lidar may be used to address subglacial hydrologic questions, in addition to motion and ablation measurements.

How to monitor the brain in septic patients?

Brain injury is frequently observed after sepsis and may be primarily related to the direct effects of the septic insult on the brain (e.g., brain edema, ischemia, seizures) or to secondary/indirect injuries (e.g., hypotension, hypoxemia, hypocapnia, hyperglycemia). Management of brain injury in septic patients is first focused to exclude structural intracranial complications (e.g., ischemic/hemorrhagic stroke) and possible confounders (e.g., electrolyte alterations or metabolic disorders, such as dysglycemia). Sepsis-associated brain dysfunction is frequently a heterogeneous syndrome. Despite increasing understanding of main pathophysiologic determinants, therapy is essentially limited to protect the brain against further cerebral damage, by way of "simple" therapeutic manipulations of cerebral perfusion and oxygenation and by avoiding over-sedation. Non-invasive monitoring of cerebral perfusion and oxygenation with transcranial Doppler (TCD) and near-infrared spectroscopy (NIRS) is feasible in septic patients. Electroencephalography (EEG) allows detection of sepsis-related seizures and holds promise also as sedation monitoring. Brain CT-scan detects intra-cerebral structural lesions, while magnetic resonance imaging (MRI) provides important insights into primary mechanisms of sepsis-related direct brain injury, (e.g., cytotoxic vs. vasogenic edema) and the development of posterior reversible encephalopathy. Together with EEG and evoked potentials (EP), MRI is also important for coma prognostication. Emerging clinical evidence suggests monitoring of the brain in septic patients can be implemented in the ICU. The objective of this review was to summarize recent clinical data about the role of brain monitoring - including TCD, NIRS, EEG, EP, CT, and MRI - in patients with sepsis and to illustrate its potential utility for the diagnosis, management and prognostication.

1.84 micron emission of Tm3+ sensitized by Yb3+ ions in monoclinic KGd(WO4)2 single crystals

By exciting at 940 nm, we have characterized the 1.84 m near infrared emission of trivalent thulium ions in Yb3+, Tm3+:KGd WO4 2 single crystals as a function of the dopant concentration and temperature, from 10 K to room temperature. An overall 3H6 Stark splitting of 470 cm−1 for the Tm3+ ions in the Yb3+, Tm3+:KGd WO4 2 was obtained. We also studied the blue emission at 476 nm Tm3+ and the near infrared emissions at 1.48 m Tm3+ and 1 m Yb3+ as a function of the dopant concentration. Experimental decay times of the 1G4, 3H4, and 3F4 Tm3+ and 2F5/2 Yb3+ excited states have been measured as a function of Yb3+ and Tm3+ ion concentrations. For the 3F4 →3H6 transition of Tm3+ ions, we used the reciprocity method to calculate the maximum emission cross section of 3.07 10−20 cm2 at 1.84 m for the polarization parallel to the Nm principal optical direction.

Cerebral oximetry and return of spontaneous circulation after cardiac arrest: A systematic review and meta-analysis.

AIM: The prediction of return of spontaneous circulation (ROSC) during resuscitation of patients suffering of cardiac arrest (CA) is particularly challenging. Regional cerebral oxygen saturation (rSO2) monitoring through near-infrared spectrometry is feasible during CA and could provide guidance during resuscitation. METHODS: We conducted a systematic review and meta-analysis on the value of rSO2 in predicting ROSC both after in-hospital (IH) or out-of-hospital (OH) CA. Our search included MEDLINE (PubMed) and EMBASE, from inception until April 4th, 2015. We included studies reporting values of rSO2 at the beginning of and/or during resuscitation, according to the achievement of ROSC. RESULTS: A total of nine studies with 315 patients (119 achieving ROSC, 37.7%) were included in the meta-analysis. The majority of those patients had an OHCA (n=225, 71.5%; IHCA: n=90, 28.5%). There was a significant association between higher values of rSO2 and ROSC, both in the overall calculation (standardized mean difference, SMD -1.03; 95%CI -1.39,-0.67; p<0.001), and in the subgroups analyses (rSO2 at the beginning of resuscitation: SMD -0.79; 95%CI -1.29,-0.30; p=0.002; averaged rSO2 value during resuscitation: SMD -1.28; 95%CI -1.74,-0.83; p<0.001). CONCLUSIONS: Higher initial and average regional cerebral oxygen saturation values are both associated with greater chances of achieving ROSC in patients suffering of CA. A note of caution should be made in interpreting these results due to the small number of patients and the heterogeneity in study design: larger studies are needed to clinically validate cut-offs for guiding cardiopulmonary resuscitation.

Redes neurais e suas aplicações em calibração multivariada

Neural Networks are a set of mathematical methods and computer programs designed to simulate the information process and the knowledge acquisition of the human brain. In last years its application in chemistry is increasing significantly, due the special characteristics for model complex systems. The basic principles of two types of neural networks, the multi-layer perceptrons and radial basis functions, are introduced, as well as, a pruning approach to architecture optimization. Two analytical applications based on near infrared spectroscopy are presented, the first one for determination of nitrogen content in wheat leaves using multi-layer perceptrons networks and second one for determination of BRIX in sugar cane juices using radial basis functions networks.

Evolution and Stellar Content of AGN Host Galaxies

In this dissertation, Active Galactic Nuclei (AGN) and their host galaxies are discussed. Together with transitional events, such as supernovae and gamma-ray bursts, AGN are the most energetic phenomena in the Universe. The dominant fraction of their luminosity originates from the center of a galaxy, where accreting gas falls into a supermassive black hole, converting gravitational energy to radiation. AGN have a wide range of observed properties: e.g. in their emission lines, radio emission, and variability. Most likely, these properties depend significantly on their orientation to our line-of-sight, and to unify AGN into physical classes it is crucial to observe their orientation-independent properties, such as the host galaxies. Furthermore, host galaxy studies are essential to understand the formation and co-evolution of galactic bulges and supermassive black holes. In this thesis, the main focus is on observationally characterizing AGN host galaxies using optical and near-infrared imaging and spectroscopy. BL Lac objects are a class of AGN characterized by rapidly variable and polarized continuum emission across the electromagnetic spectrum, and coredominated radio emission. The near-infrared properties of intermediate redshift BL Lac host galaxies are studied in Paper I. They are found to be large elliptical galaxies that are more luminous than their low redshift counterparts suggesting a strong luminosity evolution, and a contribution from a recent star formation episode. To analyze the stellar content of galaxies in more detail multicolor data, especially observations at blue wavelengths, are essential. In Paper III, optical - near-infrared colors and color gradients are derived for low redshift BL Lac host galaxies. They show bluer colors and steeper color gradients than inactive ellipticals which, most likely, are caused by a relatively young stellar population indicating a different evolutionary stage between AGN hosts and inactive ellipticals. In Paper II, near-infrared imaging of intermediate redshift radio-quiet quasar hosts is used to study their luminosity evolution. The hosts are large elliptical galaxies, but they are systematically fainter than the hosts of radio-loud quasars at similar redshifts, suggesting a link between the luminosity of the host galaxies and the radio properties of AGN. In Paper IV, the characteristics of near-infrared stellar absorption features of low redshift radio galaxies are compared with those of inactive early-type galaxies. The comparison suggests that early-type galaxies with AGN are in a different evolutionary stage than their inactive counterparts. Moreover, radio galaxies are found to contain stellar populations containing both old and intermediate age components.

Reaction Kinetics and Viscosity Modelling in the Fusion Syntheses of Ca- and Ca/Mg-resinates

Rosin is a natural product from pine forests and it is used as a raw material in resinate syntheses. Resinates are polyvalent metal salts of rosin acids and especially Ca- and Ca/Mg- resinates find wide application in the printing ink industry. In this thesis, analytical methods were applied to increase general knowledge of resinate chemistry and the reaction kinetics was studied in order to model the non linear solution viscosity increase during resinate syntheses by the fusion method. Solution viscosity in toluene is an important quality factor for resinates to be used in printing inks. The concept of critical resinate concentration, c crit, was introduced to define an abrupt change in viscosity dependence on resinate concentration in the solution. The concept was then used to explain the non-inear solution viscosity increase during resinate syntheses. A semi empirical model with two estimated parameters was derived for the viscosity increase on the basis of apparent reaction kinetics. The model was used to control the viscosity and to predict the total reaction time of the resinate process. The kinetic data from the complex reaction media was obtained by acid value titration and by FTIR spectroscopic analyses using a conventional calibration method to measure the resinate concentration and the concentration of free rosin acids. A multivariate calibration method was successfully applied to make partial least square (PLS) models for monitoring acid value and solution viscosity in both mid-infrared (MIR) and near infrared (NIR) regions during the syntheses. The calibration models can be used for on line resinate process monitoring. In kinetic studies, two main reaction steps were observed during the syntheses. First a fast irreversible resination reaction occurs at 235 °C and then a slow thermal decarboxylation of rosin acids starts to take place at 265 °C. Rosin oil is formed during the decarboxylation reaction step causing significant mass loss as the rosin oil evaporates from the system while the viscosity increases to the target level. The mass balance of the syntheses was determined based on the resinate concentration increase during the decarboxylation reaction step. A mechanistic study of the decarboxylation reaction was based on the observation that resinate molecules are partly solvated by rosin acids during the syntheses. Different decarboxylation mechanisms were proposed for the free and solvating rosin acids. The deduced kinetic model supported the analytical data of the syntheses in a wide resinate concentration region, over a wide range of viscosity values and at different reaction temperatures. In addition, the application of the kinetic model to the modified resinate syntheses gave a good fit. A novel synthesis method with the addition of decarboxylated rosin (i.e. rosin oil) to the reaction mixture was introduced. The conversion of rosin acid to resinate was increased to the level necessary to obtain the target viscosity for the product at 235 °C. Due to a lower reaction temperature than in traditional fusion synthesis at 265 °C, thermal decarboxylation is avoided. As a consequence, the mass yield of the resinate syntheses can be increased from ca. 70% to almost 100% by recycling the added rosin oil.

Determination of the HMX and RDX content in synthesized energetic material by HPLC, FT-MIR, and FT-NIR spectroscopies

A new method has been developed for determining the content of mixtures of octahydro-1,3,5,7-tetranitro-1,3,5,7-tetrazocine (HMX) and hexahydro-1,3,5-trinitro-1,3,5-triazine (RDX), the HMX/RDX ratio, in explosive compositions by Fourier transform infrared spectroscopy (FT-IR), in the regions MIR (mid infrared) and NIR (near infrared) with reference values obtained by chromatographic analysis (HPLC). Plots of relative MIR (A917 / A783) or NIR absorbance values (A4412 / A4317) versus HMX/RDX ratio determined by HPLC analysis revealed good linear relationships.

Espectroscopia de correlação bidimensional: fundamentos, aplicações e perspectivas

This paper presents the basic theory of generalized two-dimensional correlation spectroscopy. This method is applicable to various types of spectroscopy, including Infrared, Near Infrared and Raman Spectroscopy and it emphasizes spectral features not readily observable in conventional one-dimensional spectra. Some applications are cited, including work developed in Brazil.

Candidate counterparts to the soft gamma-ray flare in the direction od LSI+61303

A short duration burst reminiscent of a soft gamma-ray repeater/anomalous X-ray pulsar behaviour was detected in the direction of LS I +61 303 by the Swift satellite. While the association with this well known gamma-ray binary is likely, a different origin cannot be excluded. Aims. We explore the error box of this unexpected flaring event and establish the radio, near-infrared and X-ray sources in our search for any peculiar alternative counterpart. Methods. We carried out a combined analysis of archive Very Large Array radio data of LS I +61 303 sensitive to both compact and extended emission. We also reanalysed previous near infrared observations with the 3.5 m telescope of the Centro Astronómico Hispano Alemán and X-ray observations with the Chandra satellite. Results. Our deep radio maps of the LS I +61 303 environment represent a significant advancement on previous work and 16 compact radio sources in the LS I +61 303 vicinity are detected. For some detections, we also identify near infrared and X-ray counterparts. Extended emission features in the field are also detected and confirmed. The possible connection of some of these sources with the observed flaring event is considered. Based on these data, we are unable to claim a clear association between the Swift-BAT flare and any of the sources reported here. However, this study represents the most sophisticated attempt to determine possible alternative counterparts other than LS I +61 303.

Determinação de açúcar total em café cru por espectroscopia no infravermelho próximo e regressão por mínimos quadrados parciais

In this work a fast method for the determination of the total sugar levels in samples of raw coffee was developed using the near infrared spectroscopy technique and multivariate regression. The sugar levels were initially obtained using gravimety as the reference method. Later on, the regression models were built from the near infrared spectra of the coffee samples. The original spectra were pre-treated according to the Kubelka-Munk transformation and multiplicative signal correction. The proposed analytical method made possible the direct determination of the total sugar levels in the samples with an error lower by 8% with respect to the conventional methodology.

LS-SVM: uma nova ferramenta quimiométrica para regressão multivariada. Comparação de modelos de regressão LS-SVM e PLS na quantificação de adulterantes em leite em pó empregando NIR

Least-squares support vector machines (LS-SVM) were used as an alternative multivariate calibration method for the simultaneous quantification of some common adulterants found in powdered milk samples, using near-infrared spectroscopy. Excellent models were built using LS-SVM for determining R², RMSECV and RMSEP values. LS-SVMs show superior performance for quantifying starch, whey and sucrose in powdered milk samples in relation to PLSR. This study shows that it is possible to determine precisely the amount of one and two common adulterants simultaneously in powdered milk samples using LS-SVM and NIR spectra.