Bayesian adaptive designs for drug combinations in early phase clinical trials

Treating patients with combined agents is a growing trend in cancer clinical trials. Evaluating the synergism of multiple drugs is often the primary motivation for such drug-combination studies. Focusing on the drug combination study in the early phase clinical trials, our research is composed of three parts: (1) We conduct a comprehensive comparison of four dose-finding designs in the two-dimensional toxicity probability space and propose using the Bayesian model averaging method to overcome the arbitrariness of the model specification and enhance the robustness of the design; (2) Motivated by a recent drug-combination trial at MD Anderson Cancer Center with a continuous-dose standard of care agent and a discrete-dose investigational agent, we propose a two-stage Bayesian adaptive dose-finding design based on an extended continual reassessment method; (3) By combining phase I and phase II clinical trials, we propose an extension of a single agent dose-finding design. We model the time-to-event toxicity and efficacy to direct dose finding in two-dimensional drug-combination studies. We conduct extensive simulation studies to examine the operating characteristics of the aforementioned designs and demonstrate the designs' good performances in various practical scenarios.^

A model-based approach for assessing in vivo combination therapy interactions

We present an approach for evaluating the efficacy of combination antitumor agent schedules that accounts for order and timing of drug administration. Our model-based approach compares in vivo tumor volume data over a time course and offers a quantitative definition for additivity of drug effects, relative to which synergism and antagonism are interpreted. We begin by fitting data from individual mice receiving at most one drug to a differential equation tumor growth/drug effect model and combine individual parameter estimates to obtain population statistics. Using two null hypotheses: (i) combination therapy is consistent with additivity or (ii) combination therapy is equivalent to treating with the more effective single agent alone, we compute predicted tumor growth trajectories and their distribution for combination treated animals. We illustrate this approach by comparing entire observed and expected tumor volume trajectories for a data set in which HER-2/neu-overexpressing MCF-7 human breast cancer xenografts are treated with a humanized, anti-HER-2 monoclonal antibody (rhuMAb HER-2), doxorubicin, or one of five proposed combination therapy schedules.

Alterazione della proteostasi a livello del reticolo endoplasmatico: un potenziale target terapeutico nel carcinoma prostatico

Nel sesso maschile il carcinoma della prostata (CaP) è la neoplasia più frequente ed è tra le prime cause di morte per tumore. Ad oggi, sono disponibili diverse strategie terapeutiche per il trattamento del CaP, ma, come comprovato dall’ancora alta mortalità, spesso queste sono inefficaci, a causa soprattutto dello sviluppo di fenomeni di resistenza da parte delle cellule tumorali. La ricerca si sta quindi focalizzando sulla caratterizzazione di tali meccanismi di resistenza e, allo stesso tempo, sull’individuazione di combinazioni terapeutiche che siano più efficaci e capaci di superare queste resistenze. Le cellule tumorali sono fortemente dipendenti dai meccanismi connessi con l’omeostasi proteica (proteostasi), in quanto sono sottoposte a numerosi stress ambientali (ipossia, carenza di nutrienti, esposizione a chemioterapici, ecc.) e ad un’aumentata attività trascrizionale, entrambi fattori che causano un accumulo intracellulare di proteine anomale e/o mal ripiegate, le quali possono risultare dannose per la cellula e vanno quindi riparate o eliminate efficientemente. La cellula ha sviluppato diversi sistemi di controllo di qualità delle proteine, tra cui gli chaperon molecolari, il sistema di degradazione associato al reticolo endoplasmatico (ERAD), il sistema di risposta alle proteine non ripiegate (UPR) e i sistemi di degradazione come il proteasoma e l’autofagia. Uno dei possibili bersagli in cellule tumorali secretorie, come quelle del CaP, è rappresentato dal reticolo endoplasmatico (RE), organello intracellulare deputato alla sintesi, al ripiegamento e alle modificazioni post-traduzionali delle proteine di membrana e secrete. Alterazioni della protestasi a livello del RE inducono l’UPR, che svolge una duplice funzione nella cellula: primariamente funge da meccanismo omeostatico e di sopravvivenza, ma, quando l’omeostasi non è più ripristinabile e lo stimolo di attivazione dell’UPR cronicizza, può attivare vie di segnalazione che conducono alla morte cellulare programmata. La bivalenza, tipica dell’UPR, lo rende un bersaglio particolarmente interessante per promuovere la morte delle cellule tumorali: si può, infatti, sfruttare da una parte l’inibizione di componenti dell’UPR per abrogare i meccanismi adattativi e di sopravvivenza e dall’altra si può favorire il sovraccarico dell’UPR con conseguente induzione della via pro-apoptotica. Le catechine del tè verde sono composti polifenolici estratti dalle foglie di Camellia sinesis che possiedono comprovati effetti antitumorali: inibiscono la proliferazione, inducono la morte di cellule neoplastiche e riducono l’angiogenesi, l’invasione e la metastatizzazione di diversi tipi tumorali, tra cui il CaP. Diversi studi hanno osservato come il RE sia uno dei bersagli molecolari delle catechine del tè verde. In particolare, recenti studi del nostro gruppo di ricerca hanno messo in evidenza come il Polyphenon E (estratto standardizzato di catechine del tè verde) sia in grado, in modelli animali di CaP, di causare un’alterazione strutturale del RE e del Golgi, un deficit del processamento delle proteine secretorie e la conseguente induzione di uno stato di stress del RE, il quale causa a sua volta l’attivazione delle vie di segnalazione dell’UPR. Nel presente studio su due diverse linee cellulari di CaP (LNCaP e DU145) e in un nostro precedente studio su altre due linee cellulari (PNT1a e PC3) è stato confermato che il Polyphenon E è capace di indurre lo stress del RE e di determinare l’attivazione delle vie di segnalazione dell’UPR, le quali possono fungere da meccanismo di sopravvivenza, ma anche contribuire a favorire la morte cellulare indotta dalle catechine del tè verde (come nel caso delle PC3). Considerati questi effetti delle catechine del tè verde in qualità di induttori dell’UPR, abbiamo ipotizzato che la combinazione di questi polifenoli bioattivi e degli inibitori del proteasoma, anch’essi noti attivatori dell’UPR, potesse comportare un aggravamento dell’UPR stesso tale da innescare meccanismi molecolari di morte cellulare programmata. Abbiamo quindi studiato l’effetto di tale combinazione in cellule PC3 trattate con epigallocatechina-3-gallato (EGCG, la principale tra le catechine del tè verde) e due diversi inibitori del proteasoma, il bortezomib (BZM) e l’MG132. I risultati hanno dimostrato, diversamente da quanto ipotizzato, che l’EGCG quando associato agli inibitori del proteasoma non produce effetti sinergici, ma che anzi, quando viene addizionato al BZM, causa una risposta simil-antagonistica: si osserva infatti una riduzione della citotossicità e dell’effetto inibitorio sul proteasoma (accumulo di proteine poliubiquitinate) indotti dal BZM, inoltre anche l’induzione dell’UPR (aumento di GRP78, p-eIF2α, CHOP) risulta ridotta nelle cellule trattate con la combinazione di EGCG e BZM rispetto alle cellule trattate col solo BZM. Gli stessi effetti non si osservano invece nelle cellule PC3 trattate con l’EGCG in associazione con l’MG132, dove non si registra alcuna variazione dei parametri di vitalità cellulare e dei marcatori di inibizione del proteasoma e di UPR (rispetto a quelli osservati nel singolo trattamento con MG132). Essendo l’autofagia un meccanismo compensativo che si attiva in seguito all’inibizione del proteasoma o allo stress del RE, abbiamo valutato che ruolo potesse avere tale meccanismo nella risposta simil-antagonistica osservata in seguito al co-trattamento con EGCG e BZM. I nostri risultati hanno evidenziato, in cellule trattate con BZM, l’attivazione di un flusso autofagico che si intensifica quando viene addizionato l’EGCG. Tramite l’inibizione dell’autofagia mediante co-somministrazione di clorochina, è stato possibile stabilire che l’autofagia indotta dall’EGCG favorisce la sopravvivenza delle cellule sottoposte al trattamento combinato tramite la riduzione dell’UPR. Queste evidenze ci portano a concludere che per il trattamento del CaP è sconsigliabile associare le catechine del tè verde con il BZM e che in futuri studi di combinazione di questi polifenoli con composti antitumorali sarà importante valutare il ruolo dell’autofagia come possibile meccanismo di resistenza.

Essays on the Analysis of Dynamic Games

Thesis (Ph.D.)--University of Washington, 2016-06

Double-blind, placebo-controlled, randomized study of eicosapentaenoic acid diester in patients with cancer cachexia

Purpose: Eicosapentaenoic acid (EPA) has been proposed to have specific anticachectic effects. This trial compared EPA diethyl ester with placebo in cachectic cancer patients for effects on weight and lean body mass. Patients and Methods: Five hundred eighteen weight-losing patients with advanced gastrointestinal or lung cancer were studied in a multicenter, double-blind, placebo controlled trial. Patients were randomly assigned to receive a novel preparation of pure EPA at a dose of 2 g or 4 g daily or placebo (2g EPA, n = 175; 4 g EPA, n = 172; placebo, n = 171). Patients were assessed at 4 weeks and 8 weeks. Results: The groups were well balanced at baseline. Mean weight loss at baseline was 18% (n = 518). Over the 8-week treatment period, both intention-to-treat analysis and per protocol analysis revealed no statistically significant improvements in survival, weight, or other nutritional variables. There was, however, a trend in favor of EPA with analysis of the primary end point, weight, at 8 weeks showing a borderline, nonsignificant treatment effect (P = .066). Relative to placebo, mean weight increased by 1.2 kg with 2 g EPA (95% CI, 0 kg to 2.3 kg) and by 0.3 kg with 4g EPA (-0.9 kg to 1.5 kg). Conclusion: The results indicate no statistically significant benefit from single agent EPA in the treatment of cancer cachexia. Future studies should concentrate on other agents or combination regimens. © 2006 by American Society of Clinical Oncology.

ARB: Phase II window of opportunity study of short-term preoperative treatment with enzalutamide in ER-positive and triple-negative breast cancer

The androgen receptor (AR) is expressed in 60-80% of breast cancers (BC) across all molecular phenotypes, with a higher incidence in oestrogen receptor positive (ER+) BC compared to ER negative tumours. In ER+ disease, AR-expression has been linked to endocrine resistance which might be reversed with combined treatment targeting ER and AR. In triple negative BCs (TNBC), preclinical and clinical investigations have described a subset of patients that express the AR and are sensitive to androgen blockade, providing a novel therapeutic target. Enzalutamide, a potent 2nd generation anti-androgen, has demonstrated substantial preclinical and clinical anti-tumour activity in AR+ breast cancer. Short-term preoperative window of opportunity studies are a validated strategy for novel treatments to provide proof-of-concept and define the most appropriate patient population by directly assessing treatment effects in tumour tissue before and after treatment. The ARB study aims to assess the anti-tumour effects of enzalutamide in early ER+ breast cancer and TNBC, to identify the optimal target population for further studies and to directly explore the biologic effects of enzalutamide on BC and stromal cells. Methods: ARB is an international, investigator sponsored WOO phase II study in women with newly diagnosed primary ER+ BC or AR+ TNBC of ≥ 1cm. The study has two cohorts. In the ER+ cohort, postmenopausal patients will be randomised 2:1 to receive either enzalutamide (160mg OD) plus exemestane (50mg OD) or exemestane (25mg OD). In the TNBC cohort, AR+ will receive single agent treatment with enzalutamide (160mg OD). Study treatment is planned for 15–29 days, followed by surgery or neo-adjuvant therapy. Tissue and blood samples are collected before treatment and on the last day of study treatment. The primary endpoint is inhibition of tumour-cell proliferation, as measured by change in Ki67 expression, determined centrally by 2 investigators. Secondary endpoints include induction of apoptosis (Caspase3), circulating hormone levels and safety. ARB aims to recruit ≈235 patients from ≈40 sites in the UK, Germany, Spain and USA. The study is open to recruitment.

A Collaborative Multiagent Framework based on Online Risk-Aware Planning and Decision-Making

Planning is an essential process in teams of multiple agents pursuing a common goal. When the effects of actions undertaken by agents are uncertain, evaluating the potential risk of such actions alongside their utility might lead to more rational decisions upon planning. This challenge has been recently tackled for single agent settings, yet domains with multiple agents that present diverse viewpoints towards risk still necessitate comprehensive decision making mechanisms that balance the utility and risk of actions. In this work, we propose a novel collaborative multi-agent planning framework that integrates (i) a team-level online planner under uncertainty that extends the classical UCT approximate algorithm, and (ii) a preference modeling and multicriteria group decision making approach that allows agents to find accepted and rational solutions for planning problems, predicated on the attitude each agent adopts towards risk. When utilised in risk-pervaded scenarios, the proposed framework can reduce the cost of reaching the common goal sought and increase effectiveness, before making collective decisions by appropriately balancing risk and utility of actions. 

La place de la chimiothérapie dans le traitement du cancer broncho pulmonaire

Single agent chemotherapy of advanced lung cancer is still unsatisfactory. The most encouraging results have been obtained with high dose intermittent treatment with cyclophosphamide, methotrexate or adriamycin. Combination chemotherapy is probably more efficacious than single agent chemotherapy, especially in oat cell carcinoma. The best treatment schedules give a response rate of approximately 80%. The value of adjuvant chemotherapy is not yet established, but new controlled clinical trials are indicated considering the poor results achieved by surgery and radiotherapy.

Sulphated polysaccharides from Ulva clathrata and Cladosiphon okamuranus seaweeds both inhibit viral attachment/entry and cell-cell fusion, in NDV infection

Sulphated polysaccharides (SP) extracted from seaweeds have antiviral properties and are much less cytotoxic than conventional drugs, but little is known about their mode of action. Combination antiviral chemotherapy may offer advantages over single agent therapy, increasing efficiency, potency and delaying the emergence of resistant virus. The paramyxoviridae family includes pathogens causing morbidity and mortality worldwide in humans and animals, such as the Newcastle Disease Virus (NDV) in poultry. This study aims at determining the antiviral activity and mechanism of action in vitro of an ulvan (SP from the green seaweed Ulva clathrata), and of its mixture with a fucoidan (SP from Cladosiphon okamuranus), against La Sota NDV strain. The ulvan antiviral activity was tested using syncytia formation, exhibiting an IC50 of 0.1 μg/mL; ulvan had a better anti cell-cell spread effect than that previously shown for fucoidan, and inhibited cell-cell fusion via a direct effect on the F0 protein, but did not show any virucidal effect. The mixture of ulvan and fucoidan showed a greater anti-spread effect than SPs alone, but ulvan antagonizes the effect of fucoidan on the viral attachment/entry. Both SPs may be promising antivirals against paramyxovirus infection but their mixture has no clear synergistic advantage

Ruolo del Microbiota Intestinale Nella Risposta al Trattamento con Anticorpi anti Checkpoints Immunitari in Pazienti Affetti da Linfoma

L’interazione tra il sistema immunitario dell’ospite e la cellula tumorale rappresenta uno degli elementi cardine dello sviluppo del clone neoplastico: la capacità della cellula cancerosa di evadere il controllo immunitario sfruttando meccanismi fisiologici come i checkpoint immunitari è alla base di diverse neoplasie, incluse le sindromi linfoproliferative. Lo sviluppo di anticorpi monoclonali che bloccano selettivamente l’interazione tra il recettore trans-membrana PD-1 (programmed death -1) ed i propri ligandi (PD-L1 e PD-L2), rappresenta una delle scoperte terapeutiche più promettenti in ambito onco-ematologico. Nonostante l’importante efficacia antitumorale degli anticorpi anti checkpoint immunitari dimostrata dai differenti studi clinici condotti sia in ambito oncologico che ematologico, una parte dei pazienti, a parità di patologia e di farmaco ricevuto, non risponde alla terapia o sviluppa eventi avversi immuno-relati. La comprensione della variabilità di risposta dimostrata dai pazienti con stessa patologia, sottoposti a stesso trattamento rappresenta pertanto un punto chiave allo scopo di identificare strategie che possano potenziare l’efficacia terapeutica di tali anticorpi, riducendone gli effetti collaterali. Studi recenti hanno evidenziato il ruolo del microbiota intestinale (MI) nel modellare la risposta immunitaria sistemica e, nel contesto neoplastico, nel modificare e mediare l’attivazione del sistema immunitario ad agenti chemio-immunoterapici. È noto che il MI sia un ecosistema plastico che può riorganizzare funzionalità e composizione in maniera adattativa in risposta a diversi fattori ambientali. La struttura individuale del MI e la sua dinamicità temporale possono, pertanto, influenzare l’outcome delle chemio-immunoterapie onco-ematologiche, modulandone l’efficacia e la tossicità. In questo scenario, ipotizziamo che la caratterizzazione longitudinale (pre, durante e post-terapia) del MI di pazienti affetti da linfoma trattati con anticorpi anti-checkpoint inibitori e la sua correlazione con la risposta al trattamento e con lo sviluppo di eventi avversi possa avere un ruolo nel delineare l’outcome di tali pazienti e nell’identificare nuovi criteri di stratificazione del rischio.

Carboplatin and paclitaxel plus ASA404 as first-line chemotherapy for extensive-stage small-cell lung cancer: a multicenter single arm phase II trial (SAKK 15/08)

INTRODUCTION Small-cell lung cancer (SCLC) is a highly vascularized tumor. ASA404 is a tumor vascular disrupting agent. This is the first trial to report the effects of combining chemotherapy with ASA404 in SCLC. METHODS Patients with untreated metastatic SCLC were treated with carboplatin (area under curve, 6) plus paclitaxel (175 mg/m(2)) plus ASA404 (1800 mg/m(2)) on day 1 every 21 days for up to 6 cycles. The primary endpoint was the progression-free survival (PFS) rate at 24 weeks. RESULTS Median age was 61 years; 53% were women, 41% had weight loss; and 96% had a performance status of 0-1. Twelve patients completed all 6 cycles, and most adverse events were related to chemotherapy. Median PFS and time to progression were 7.0 months (95% CI, 5.7-9.4 months) and 7.5 months (95% CI, 5.7-9.4 months), respectively. The progression-free survival (PFS) rate at 24 weeks was 41% (95% CI, 18%-65%). The overall response rate was 94%. The median overall survival time was 14.2 months (95% CI, 8.2-16.0 months) and 1-year survival was 57%. The median follow-up time was 17.7 months. Due to negative results with ASA404 in non-small-cell lung cancer trials, the trial was stopped prematurely after 17 of 56 planned patients were being accrued. CONCLUSIONS This is the first report of a clinical trial with a vascular disrupting agent in SCLC. No unexpected toxicity was observed. PFS was not prolonged with carboplatin and paclitaxel plus ASA404.

Comparative analysis of adverse events between infliximab and adalimumab in Crohn's disease management: a Brazilian single-centre experience

INTRODUCTION: Data is scarce regarding adverse events (AE) of biological therapy used in the management of Crohn's Disease (CD) among Brazilian patients. OBJECTIVES: To analyse AE prevalence and profile in patients with CD treated with Infliximab (IFX) or Adalimumab (ADA) and to verify whether there are differences between the two drugs. METHOD: Retrospective observational single-centre study of CD patients on biological therapy. Variables analysed: Demographic data, Montreal classification, biological agent administered, treatment duration, presence and type of AE and the need for treatment interruption. RESULTS: Forty-nine patients were analysed, 25 treated with ADA and 24 with IFX. The groups were homogeneous in relation to the variables studied. The average follow-up period for the group treated with ADA was 19.3 months and 21.8 months for the IFX group (p = 0.585). Overall, 40% (n = 10) of patients taking ADA had AE compared with 50% (n = 12) of IFX users (p = 0.571). There was a tendency towards higher incidence of cutaneous and infusion reactions in the IFX group and higher incidence of infections in the ADA treated group, although without significant difference. CONCLUSIONS: No difference was found in the AE prevalence and profile between ADA and IFX CD patients in the population studied.

Bonding agent underneath sealant: shear bond strength to oil-contaminated

This study evaluated in vitro the shear bond strength of a resin-based pit-and-fissure sealant (Fluroshield - F) associated with either an ethanol-based (Adper Single Bond 2 - SB) or an acetone-based (Prime & Bond - PB) adhesive system under conditions of oil contamination. Mesial and distal enamel surfaces from 30 sound third molars were randomly assigned to 2 groups (n=30): I - no oil contamination; II - oil contamination. Contamination (0.25 mL during 10 s) was performed after 37% phosphoric acid etching with an air/oil spray. The specimens were randomly assigned to subgroups, according to the bonding protocol adopted: subgroup A - F was applied to enamel without an intermediate bonding agent layer; In subgroups B and C, SB and PB, respectively, were applied, light-cured, and then F was applied and light-cured. Shear bond strength was tested at a crosshead speed of 0.5 mm/min in a universal testing machine. Means (± SD) in MPa were: IA-11.28 (±1.84); IIA-12.02 (±1.15); IB-9.73 (±2.38); IIB-9.62 (±2.29); IC-28.30 (±1.63); and IIC-25.50 (±1.91). It may be concluded that the oil contamination affected negatively the sealant bonding to enamel and the acetone-based adhesive system (PB) layer applied underneath the sealant was able to prevent its deleterious effects to adhesion.

Sensitive and specific detection of Clavibacter xyli subsp. xyli, causal agent of ratoon stunting disease of sugarcane, with a polymerase chain reaction-based assay

A sensitive, specific polymerase chain reaction-based assay was developed for the detection of the causal agent of ratoon stunting disease of sugarcane, Clavibacter xyli subsp. xyli. This assay uses oligonucleotide primers derived from the internal transcribed spacer region between the 16S and 23S rRNA genes of the bacterial rRNA operon. The assay is specific for C. xyli subsp. xyli and does not produce an amplification product from the template of the closely related bacterium C. xyli subsp. cynodontis, nor from other bacterial species. The assay was successfully applied to the detection of C. xyli subsp. xyli in fibrovascular fluid extracted from sugarcane and was sensitive to approximately 22 cells per PCR assay. A multiplex PCR test was also developed which identified and differentiated C. xyli subsp. xyli and C. xyli subsp. cynodontis in a single PCR assay.

Characterization of the Biocompatible Magnetic Colloid on the Basis of Fe(3)O(4) Nanoparticles Coated with Dextran, Used as Contrast Agent in Magnetic Resonance Imaging

The magnetic resonance imaging contrast agent, the so-called Endorem (TM) colloidal suspension on the basis of superparamagnetic iron oxide nanoparticles (mean diameter of 5.5 nm) coated with dextran, were characterized on the basis of several measurement techniques to determine the parameters of their most important physical and chemical properties. It is assumed that each nanoparticle is consisted of Fe(3)O(4) monodomain and it was observed that its oxidation to gamma-Fe(2)O(3) occurs at 253.1 degrees C. The Mossbauer spectroscopy have shown a superparamagnetic behavior of the magnetic nanoparticles. The Magnetic Resonance results show an increase of the relaxation times T(1), T(2), and T(2)* with decreasing concentration of iron oxide nanoparticles. The relaxation effects of SPIONs contrast agents are influenced by their local concentration as well as the applied field strength and the environment in which these agents interact with surrounding protons. The proton relaxation rates presented a linear behavior with concentration. The measured values of thermooptic coefficient partial derivative n/partial derivative T, thermal conductivity K, optical birefringence Delta n(0), nonlinear refractive index n(2), nonlinear absorption beta` and third-order nonlinear susceptibility vertical bar chi((3))vertical bar are also reported.