Personalised treatment algorithms
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BACKGROUND: Patients with precursors to multiple myeloma are dichotomised as having monoclonal gammopathy of undetermined significance or smouldering multiple myeloma on the basis of monoclonal protein concentrations or bone marrow plasma cell percentage. Current risk stratifications use laboratory measurements at diagnosis and do not incorporate time-varying biomarkers. Our goal was to develop a monoclonal gammopathy of undetermined significance and smouldering multiple myeloma stratification algorithm that utilised accessible, time-varying biomarkers to model risk of progression to multiple myeloma. METHODS: In this retrospective, multicohort study, we included patients who were 18 years or older with monoclonal gammopathy of undetermined significance or smouldering multiple myeloma. We evaluated several modelling approaches for predicting disease progression to multiple myeloma using a training cohort (with patients at Dana-Farber Cancer Institute, Boston, MA, USA; annotated from Nov, 13, 2019, to April, 13, 2022). We created the PANGEA models, which used data on biomarkers (monoclonal protein concentration, free light chain ratio, age, creatinine concentration, and bone marrow plasma cell percentage) and haemoglobin trajectories from medical records to predict progression from precursor disease to multiple myeloma. The models were validated in two independent validation cohorts from National and Kapodistrian University of Athens (Athens, Greece; from Jan 26, 2020, to Feb 7, 2022; validation cohort 1), University College London (London, UK; from June 9, 2020, to April 10, 2022; validation cohort 1), and Registry of Monoclonal Gammopathies (Czech Republic, Czech Republic; Jan 5, 2004, to March 10, 2022; validation cohort 2). We compared the PANGEA models (with bone marrow [BM] data and without bone marrow [no BM] data) to current criteria (International Myeloma Working Group [IMWG] monoclonal gammopathy of undetermined significance and 20/2/20 smouldering multiple myeloma risk criteria). FINDINGS: We included 6441 patients, 4931 (77%) with monoclonal gammopathy of undetermined significance and 1510 (23%) with smouldering multiple myeloma. 3430 (53%) of 6441 participants were female. The PANGEA model (BM) improved prediction of progression from smouldering multiple myeloma to multiple myeloma compared with the 20/2/20 model, with a C-statistic increase from 0·533 (0·480-0·709) to 0·756 (0·629-0·785) at patient visit 1 to the clinic, 0·613 (0·504-0·704) to 0·720 (0·592-0·775) at visit 2, and 0·637 (0·386-0·841) to 0·756 (0·547-0·830) at visit three in validation cohort 1. The PANGEA model (no BM) improved prediction of smouldering multiple myeloma progression to multiple myeloma compared with the 20/2/20 model with a C-statistic increase from 0·534 (0·501-0·672) to 0·692 (0·614-0·736) at visit 1, 0·573 (0·518-0·647) to 0·693 (0·605-0·734) at visit 2, and 0·560 (0·497-0·645) to 0·692 (0·570-0·708) at visit 3 in validation cohort 1. The PANGEA models improved prediction of monoclonal gammopathy of undetermined significance progression to multiple myeloma compared with the IMWG rolling model at visit 1 in validation cohort 2, with C-statistics increases from 0·640 (0·518-0·718) to 0·729 (0·643-0·941) for the PANGEA model (BM) and 0·670 (0·523-0·729) to 0·879 (0·586-0·938) for the PANGEA model (no BM). INTERPRETATION: Use of the PANGEA models in clinical practice will allow patients with precursor disease to receive more accurate measures of their risk of progression to multiple myeloma, thus prompting for more appropriate treatment strategies. FUNDING: SU2C Dream Team and Cancer Research UK.
- MeSH
- algoritmy MeSH
- kreatinin MeSH
- lidé MeSH
- mnohočetný myelom * MeSH
- monoklonální gamapatie nejasného významu * MeSH
- retrospektivní studie MeSH
- Check Tag
- lidé MeSH
- mužské pohlaví MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
Global healthcare systems are struggling with the enormous burden associated with infectious diseases, as well as the incessant rise of antimicrobial resistance. In order to adequately address these issues, there is an urgent need for rapid and accurate infectious disease diagnostics. The H2020 project DIAGORAS aims at diagnosing oral and respiratory tract infections using a fully integrated, automated and user-friendly platform for physicians' offices, schools, elderly care units, community settings, etc. Oral diseases (periodontitis, dental caries) will be detected via multiplexed, quantitative analysis of salivary markers (bacterial DNA and host response proteins) for early prevention and personalised monitoring. Respiratory Tract Infections will be diagnosed by means of DNA/RNA differentiation so as to identify their bacterial or viral nature. Together with antibiotic resistance screening on the same platform, a more efficient treatment management is expected at the point-of-care. At the heart of DIAGORAS lies a centrifugal microfluidic platform (LabDisk and associated processing device) integrating all components and assays for a fully automated analysis. The project involves an interface with a clinical algorithm for the comprehensive presentation of results to end-users, thereby increasing the platform's clinical utility. DIAGORAS' performance will be validated at clinical settings and compared with gold standards.
- MeSH
- bakteriální léková rezistence * MeSH
- centrifugace metody MeSH
- DNA bakterií analýza MeSH
- individualizovaná medicína metody MeSH
- infekce dýchací soustavy diagnóza mikrobiologie virologie MeSH
- laboratorní automatizace MeSH
- lidé MeSH
- mikrofluidní analytické techniky MeSH
- parodontitida diagnóza mikrobiologie MeSH
- RNA virová analýza MeSH
- sliny imunologie mikrobiologie MeSH
- zubní kaz diagnóza MeSH
- Check Tag
- lidé MeSH
- Publikační typ
- časopisecké články MeSH
Od ledna 2014 bylo v České republice zahájeno adresné zvaní pojištěnců do programů screeningu zhoubných nádorů, konkrétně screeningu nádorů hrdla děložního a nádorů prsu (mamografického screeningu) u žen, a dále nádorů tlustého střeva a konečníku (kolorekta) u žen a mužů. Cílem je posílit stávající programy prevence a zvýšit dosud nedostatečnou účast v nich – proto jsou adresně zváni občané, kteří se těchto programů dlouhodobě neúčastní a riskují tak závažné nádorové onemocnění. Projekt je koordinován Ministerstvem zdravotnictví ČR ve spolupráci se zástupci dotčených odborných společností (gynekologie, gastroenterologie, gastrointestinální onkologie, radiodiagnostika, všeobecné lékařství, PL), zástupců zdravotních pojišťoven a dalších expertů jmenovaných ministrem zdravotnictví. Své klienty (pojištěnce) zvou k preventivním vyšetřením všechny zdravotní pojišťovny, které také hradí veškerá potřebná vyšetření. Projekt je realizován s pomocí finančních prostředků z fondů EU. Tento článek popisuje plošně implementovanou metodiku adresného zvaní, její datovou základnu a první výsledky projektu z první poloviny roku 2014, kdy bylo pozváno téměř 1,3 mil. českých občanů.
In January 2014, a programme of personalised invitations was launched in the Czech Republic, with the objective of inviting insured persons to cancer screening programmes; namely breast cancer screening and cervical cancer screening in women, and colorectal cancer screening both in women and men. This programme aims at strengthening the current cancer prevention programmes, and to increase the currently inadequate participation of the target population in these programmes; therefore, personalised invitations are sent to citizens who have not participated in these programmes for several years and therefore at risk of developing a serious disease. The project is coordinated by the Czech Ministry of Health in cooperation with the expert medical societies involved (gynaecology, gastroenterology, gastrointestinal oncology, diagnostic radiology, general practice), representatives of health care payers, and other experts nominated by the Minister of Health. All health care payers invite their clients (insured persons) to preventive check-ups, covering all examinations needed. The project has been realised with the assistance of financial resources from EU funds. This article describes the methodology of personalised invitations which has been implemented nationwide, its data background, and the first results of the project in the first half of 2014, when almost 1.3 million Czech citizens were invited. Key words: personalised invitation – screening – cancer – prevention – general practitioner – gynaecologist This study was supported by the project 36/14//NAP “Development and implementation of methodology for the evaluation of effectiveness of personalised invitations of citizens to cancer screening programmes” as part of the programme of the Czech Ministry of Health “National action plans and conceptions”. The authors declare they have no potential conflicts of interest concerning drugs, products, or services used in the study. The Editorial Board declares that the manuscript met the ICMJE “uniform requirements” for biomedical papers. Submitted: 29. 8. 2014 Accepted: 30. 9. 2014
- Klíčová slova
- adresné zvaní,
- MeSH
- algoritmy MeSH
- časná detekce nádoru MeSH
- databáze jako téma MeSH
- dospělí MeSH
- hodnocení programu statistika a číselné údaje MeSH
- kolorektální nádory * prevence a kontrola MeSH
- lidé středního věku MeSH
- lidé MeSH
- mladiství MeSH
- mladý dospělý MeSH
- nádory děložního čípku * prevence a kontrola MeSH
- nádory prsu * prevence a kontrola MeSH
- pacientův souhlas se zdravotní péčí * statistika a číselné údaje MeSH
- plošný screening * metody organizace a řízení statistika a číselné údaje MeSH
- poštovní služby MeSH
- připomínače a organizéry MeSH
- senioři MeSH
- všeobecné zdravotní pojištění MeSH
- výběr pacientů MeSH
- zlepšení kvality MeSH
- Check Tag
- dospělí MeSH
- lidé středního věku MeSH
- lidé MeSH
- mladiství MeSH
- mladý dospělý MeSH
- mužské pohlaví MeSH
- senioři MeSH
- ženské pohlaví MeSH
- Publikační typ
- práce podpořená grantem MeSH
- Geografické názvy
- Česká republika MeSH
Diabetes mellitus 2. typu představuje při rostoucí prevalenci a zvyšujícím se výskytu chronických komplikací závažný zdravotní problém. Nová doporučení odborných společností zdůrazňují individuální přístup k léčbě osob s diabetem. Cílem léčby je časné dosažení a udržení optimální kompenzace diabetu, prevence a léčba chronických komplikací a snížení mortality, zejména z kardiovaskulárních příčin. V současné době se léčba diabetu zahajuje, kromě dietních a režimových opatření, metforminem. Ovšem s ohledem na progredující charakter diabetu je nutné obvykle léčbu intenzifikovat přidáním dalších antidiabetik do kombinační terapie.
Type 2 diabetes mellitus presents a serious health problem with an increasing prevalence and incidence of chronic complications. New recommendations emphasise a personalised approach to the treatment of diabetes patients. The goal of the treatment is to achieve and maintain an early optimal control of diabetes, prevent and treat chronic complications and reduce mortality, especially from cardiovascular causes. Currently, the initial treatment of diabetes includes dietary regimens and metformin. However, given the progressive nature of diabetes, the treatment usually has to be intensified by adding other antidiabetics within combination therapies.
- MeSH
- algoritmy MeSH
- diabetes mellitus 2. typu * diagnóza farmakoterapie MeSH
- diabetické nefropatie prevence a kontrola MeSH
- glykovaný hemoglobin účinky léků MeSH
- hyperglykemie farmakoterapie MeSH
- hypoglykemika * terapeutické užití MeSH
- inzulin analogy a deriváty terapeutické užití MeSH
- kardiovaskulární nemoci prevence a kontrola MeSH
- kombinovaná farmakoterapie * MeSH
- lidé MeSH
- metformin terapeutické užití MeSH
- progrese nemoci MeSH
- rozhodovací stromy MeSH
- směrnice pro lékařskou praxi jako téma MeSH
- Check Tag
- lidé MeSH
Due to the reactive medical approach applied to disease management, stroke has reached an epidemic scale worldwide. In 2019, the global stroke prevalence was 101.5 million people, wherefrom 77.2 million (about 76%) suffered from ischemic stroke; 20.7 and 8.4 million suffered from intracerebral and subarachnoid haemorrhage, respectively. Globally in the year 2019 - 3.3, 2.9 and 0.4 million individuals died of ischemic stroke, intracerebral and subarachnoid haemorrhage, respectively. During the last three decades, the absolute number of cases increased substantially. The current prevalence of stroke is 110 million patients worldwide with more than 60% below the age of 70 years. Prognoses by the World Stroke Organisation are pessimistic: globally, it is predicted that 1 in 4 adults over the age of 25 will suffer stroke in their lifetime. Although age is the best known contributing factor, over 16% of all strokes occur in teenagers and young adults aged 15-49 years and the incidence trend in this population is increasing. The corresponding socio-economic burden of stroke, which is the leading cause of disability, is enormous. Global costs of stroke are estimated at 721 billion US dollars, which is 0.66% of the global GDP. Clinically manifested strokes are only the "tip of the iceberg": it is estimated that the total number of stroke patients is about 14 times greater than the currently applied reactive medical approach is capable to identify and manage. Specifically, lacunar stroke (LS), which is characteristic for silent brain infarction, represents up to 30% of all ischemic strokes. Silent LS, which is diagnosed mainly by routine health check-up and autopsy in individuals without stroke history, has a reported prevalence of silent brain infarction up to 55% in the investigated populations. To this end, silent brain infarction is an independent predictor of ischemic stroke. Further, small vessel disease and silent lacunar brain infarction are considered strong contributors to cognitive impairments, dementia, depression and suicide, amongst others in the general population. In sub-populations such as diabetes mellitus type 2, proliferative diabetic retinopathy is an independent predictor of ischemic stroke. According to various statistical sources, cryptogenic strokes account for 15 to 40% of the entire stroke incidence. The question to consider here is, whether a cryptogenic stroke is fully referable to unidentifiable aetiology or rather to underestimated risks. Considering the latter, translational research might be of great clinical utility to realise innovative predictive and preventive approaches, potentially benefiting high risk individuals and society at large. In this position paper, the consortium has combined multi-professional expertise to provide clear statements towards the paradigm change from reactive to predictive, preventive and personalised medicine in stroke management, the crucial elements of which are:Consolidation of multi-disciplinary expertise including family medicine, predictive and in-depth diagnostics followed by the targeted primary and secondary (e.g. treated cancer) prevention of silent brain infarctionApplication of the health risk assessment focused on sub-optimal health conditions to effectively prevent health-to-disease transitionApplication of AI in medicine, machine learning and treatment algorithms tailored to robust biomarker patternsApplication of innovative screening programmes which adequately consider the needs of young populations.
- Publikační typ
- časopisecké články MeSH
Plan evaluation is a key step in the radiotherapy treatment workflow. Central to this step is the assessment of treatment plan quality. Hence, it is important to agree on what we mean by plan quality and to be fully aware of which parameters it depends on. We understand plan quality in radiotherapy as the clinical suitability of the delivered dose distribution that can be realistically expected from a treatment plan. Plan quality is commonly assessed by evaluating the dose distribution calculated by the treatment planning system (TPS). Evaluating the 3D dose distribution is not easy, however; it is hard to fully evaluate its spatial characteristics and we still lack the knowledge for personalising the prediction of the clinical outcome based on individual patient characteristics. This advocates for standardisation and systematic collection of clinical data and outcomes after radiotherapy. Additionally, the calculated dose distribution is not exactly the dose delivered to the patient due to uncertainties in the dose calculation and the treatment delivery, including variations in the patient set-up and anatomy. Consequently, plan quality also depends on the robustness and complexity of the treatment plan. We believe that future work and consensus on the best metrics for quality indices are required. Better tools are needed in TPSs for the evaluation of dose distributions, for the robust evaluation and optimisation of treatment plans, and for controlling and reporting plan complexity. Implementation of such tools and a better understanding of these concepts will facilitate the handling of these characteristics in clinical practice and be helpful to increase the overall quality of treatment plans in radiotherapy.
Závěrečná zpráva o řešení grantu Agentury pro zdravotnický výzkum MZ ČR
Nestr.
Moderní genomické metody zahrnující sekvenování nové generace a analysu jednonukledotidových polymorfismů umožňují individuální charakterisaci dětských pacientů s určitými poruchami krvetvorby. Tento projekt je zaměřen na tři důležité podskupiny pacientů: i) děti s vysocerizikovou akutní lymfoblastickou leukemií z prekursorů B buněk, které jsou dosavadními postupy těžko identifikovatelné, ii) dětské pacunty s refrakterní recidivující ALL a iii) děti s poruchami krvetvorby dětského věku s vrozeným základem. Hlavním cílem je vyvinout robustní genomický postup včetně bioinformatických analys, který by vedl k novému diagnostickému algoritmu rizikové stratifikace a cílené léčbě. Nově objevené genetické aberace budou validovány, potenciálně lékově ovlivnitelné cíle testovány a sdíleny v rámci existujících mezinárodních konsorcií.; Contemporary high-throughput genomic techniques including Next Generation Sequencing and Single Nucleotide Polymorphism analysis allow individual characterization of childhood patients suffering from selected haematopoietic disorders. Current project concentrates on three important subgroups of these disorders: i) children with high-risk acute lymphoblastic leukaemia (ALL) of the B cell precursors, so far poorly identified by current diagnostic algorithms, ii) refractory relapsing ALL cases and iii) children with haematopoietic disorders with familial background. The main objective is to develop a robust genomic approaches including bioinformatic analyses leading to the new algorithm of risk-stratification and targeted therapy. Newly discovered genetic aberrations will be validated, new potential drugable targets tested and results shared within existing international consortia.
- MeSH
- akutní lymfatická leukemie diagnóza genetika MeSH
- dítě MeSH
- genom lidský MeSH
- individualizovaná medicína MeSH
- krevní nemoci diagnóza genetika terapie MeSH
- lidé MeSH
- výpočetní biologie metody MeSH
- vysoce účinné nukleotidové sekvenování metody MeSH
- Check Tag
- dítě MeSH
- lidé MeSH
- Konspekt
- Pediatrie
- NLK Obory
- pediatrie
- hematologie a transfuzní lékařství
- genetika, lékařská genetika
- NLK Publikační typ
- závěrečné zprávy o řešení grantu AZV MZ ČR
Background: The annually recorded incidence of primary hepatic carcinomas has significantly increased over the past two decades accounting for over 800 thousand of annual deaths caused by hepatocellular carcinoma (HCC) alone globally. Further, secondary liver malignancies are much more widespread compared to primary hepatic carcinomas: almost all solid malignancies are able to metastasise into the liver. The primary tumours most frequently metastasising to the liver are breast followed by colorectal carcinomas. Given the increased incidence of both primary and metastatic liver cancers, a new, revised approach is needed to advance medical care based on predictive diagnostics, innovative screening programmes, targeted preventive measures, and patient stratification for treatment algorithms tailored to individualised patient profile. Advantages of the approach taken: The current pilot study took advantage of systemic alterations characteristic for liver malignancies, utilising liquid biopsy (blood samples) and specific biomarker patterns detected. Key molecular pathways relevant for pathomechanisms of liver cancers have been considered opening a perspective for both-individualised diagnostics and targeted treatment. Systemic alterations have been analysed prior to the therapy application avoiding molecular biological effects potentially diminishing predictive power of the biomarker-panel proposed. Multi-omics at DNA and protein (both expression and activity) levels has been applied. An established biomarker panel is considered as a powerful tool for individualised patient profiling and improved multi-level diagnostics-both predictive and prognostic ones. Results and conclusions: Biomarker panels have been created for the patient stratification, prediction of a more optimal therapy and prognosis of survival based on the individualised patient profiling. Although there are some limitations of the pilot study performed, the results are encouraging, as it may be possible, through further research along these lines, to find a clinically and cost-effective means of stratifying liver cancer patients for personalised care and therapy. The benefits to the patient and society of accurate treatment stratification cannot be overemphasised.
- Publikační typ
- časopisecké články MeSH
Breast cancer belongs to the most commonly diagnosed malignancies worldwide, with its increasing incidence paralleled by advances in early diagnostics and effective treatments resulting in significantly improved survival rates. However, breast cancer survivors often experience significantly reduced quality of life linked to the long-term health burden as a consequence of aggressive oncological treatments applied. Their most frequently recorded complains include chronic fatigue, reduced physical activity, disordered sleep, chronification of pain, and severe mental health impairments-all per evidence are associated with compromised mitochondrial health and impaired homeostasis. Self-report of a breast cancer survivor is included in this article to illustrate currently uncovered patient needs. This article highlights mechanisms behind the suboptimal health of breast cancer survivors associated with mitochondrial damage, and introduces a novel, mitochondria-based holistic approach addressing rehabilitation concepts for breast cancer survivors following advanced principles of predictive, preventive and personalised medicine (3PM). By operating via mitochondrial function, the proposed holistic approach triggers systemic effects at molecular, sub/cellular and organismal levels positively affecting energy metabolism, repair mechanisms as well as physical and mental health creating, therefore, highly effective rehabilitation algorithms tailored to an individualised patient profile. The proposed methodology integrates mitochondrial health assessments utilising mitochondrial homeostasis biomarkers in tear fluid as a non-invasive diagnostic tool, tailored nutraceuticals and lifestyle adjustments. The introduced approach aligns with advanced principles of 3PM, offering a holistic and proactive framework for managing persistent post-treatment symptoms of suboptimal health in the cohort of cancer survivors. Furthermore, presented approach is also applicable to pre-habilitation programmes considering needs of other patient cohorts affected by chronic diseases such as CVD and orthopaedic disorders with planned major surgical incisions, who require individually adapted pre- and rehabilitation programmes. Implementing such innovative pre- and rehabilitation strategies may lead to a full recovery, sustainable health conditions and, therefore, facilitating patients' comeback to normal daily activities, family and professional life. Contextually, presented approach is considered a 'proof-of-principle' model for the 3PM-related paradigm shift from reactive medicine to a cost-effective holistic health management in both primary and secondary care benefiting a large spectrum of affected patient cohorts, individuals in suboptimal health conditions as well as society at large.
- Publikační typ
- časopisecké články MeSH
In the early twenty-first century, societies around the world are facing the paradoxal epidemic development of PCa as a non-communicable disease. PCa is the most frequently diagnosed cancer for men in several countries such as the USA. Permanently improving diagnostics and treatments in the PCa management causes an impressive divergence between, on one hand, permanently increasing numbers of diagnosed PCa cases and, on the other hand, stable or even slightly decreasing mortality rates. Still, aspects listed below are waiting for innovate solutions in the context of predictive approaches, targeted prevention and personalisation of medical care (PPPM / 3PM).A.PCa belongs to the cancer types with the highest incidence worldwide. Corresponding economic burden is enormous. Moreover, the costs of treating PCa are currently increasing more quickly than those of any other cancer. Implementing individualised patient profiles and adapted treatment algorithms would make currently too heterogeneous landscape of PCa treatment costs more transparent providing clear "road map" for the cost saving.B.PCa is a systemic multi-factorial disease. Consequently, predictive diagnostics by liquid biopsy analysis is instrumental for the disease prediction, targeted prevention and curative treatments at early stages.C.The incidence of metastasising PCa is rapidly increasing particularly in younger populations. Exemplified by trends observed in the USA, prognosis is that the annual burden will increase by over 40% in 2025. To this end, one of the evident deficits is the reactive character of medical services currently provided to populations. Innovative screening programmes might be useful to identify persons in suboptimal health conditions before the clinical onset of metastasising PCa. Strong predisposition to systemic hypoxic conditions and ischemic lesions (e.g. characteristic for individuals with Flammer syndrome phenotype) and low-grade inflammation might be indicative for specific phenotyping and genotyping in metastasising PCa screening and disease management. Predictive liquid biopsy tests for CTC enumeration and their molecular characterisation are considered to be useful for secondary prevention of metastatic disease in PCa patients.D.Particular rapidly increasing PCa incidence rates are characteristic for adolescents and young adults aged 15-40 years. Patients with early onset prostate cancer pose unique challenges; multi-factorial risks for these trends are proposed. Consequently, multi-level diagnostics including phenotyping and multi-omics are considered to be the most appropriate tool for the risk assessment, prediction and prognosis. Accumulating evidence suggests that early onset prostate cancer is a distinct phenotype from both aetiological and clinical perspectives deserving particular attention from view point of 3P medical approaches.
- Publikační typ
- časopisecké články MeSH
- přehledy MeSH