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1.
Dtsch Med Wochenschr ; 149(8): 440-446, 2024 Apr.
Artigo em Alemão | MEDLINE | ID: mdl-38565117

RESUMO

In recent years, several drugs have been approved that specifically target molecular changes in tumour cells. For patients with gastrointestinal cancer, this has contributed to a significant improvement in prognosis. This article provides an overview of the currently available treatment options and the underlying biomarkers of their mechanisms of action.The evaluation of biomarkers and the use of targeted therapeutics have now become standard care in gastrointestinal oncology. Beyond the molecular-targeted therapy options already approved in the European Union, there is a multitude of additional drugs and biomarkers available, which can also be used outside of formal approval (so-called off-label use). Examples of this are also discussed in this overview (e.g., HER2-targeted therapy for cholangiocarcinoma, the use of KRASG12C inhibitors, or checkpoint inhibition in microsatellite unstable ductal pancreatic carcinoma).The question whether the use of one of these therapeutics represents a possible treatment option for patients with gastrointestinal cancers is typically discussed in a Molecular Tumour Board after undergoing guideline-appropriate therapies.


Assuntos
Oncologia , Neoplasias , Humanos , Biomarcadores , Prognóstico , Imunoterapia , Neoplasias/tratamento farmacológico , Terapia de Alvo Molecular
2.
Cell Commun Signal ; 22(1): 202, 2024 Apr 02.
Artigo em Inglês | MEDLINE | ID: mdl-38566036

RESUMO

Non-small cell lung cancer (NSCLC) is a prevalent form of lung cancer. Patients with advanced NSCLC are currently being treated with various therapies, including traditional radiotherapy, chemotherapy, molecular targeted therapies and immunotherapy. However, a considerable proportion of advance patients who cannot benefit from them. Consequently, it is essential to identify a novel research target that offers an encouraging perspective. The stimulator of interferon genes (STING) has emerged as such a target. At present, it is confirmed that activating STING in NSCLC tumor cells can impede the proliferation and metastasis of dormant tumor cells. This review focuses on the role of STING in NSCLC treatment and the factors influencing its activation. Additionally, it explores the correlation between STING activation and diverse therapy modalities for NSCLC, such as radiotherapy, chemotherapy, molecular targeted therapies and immunotherapy. Furthermore, it proposes the prospect of innovative therapy methods involving nanoparticles, with the aim of using the features of STING to develop more strategies for NSCLC therapy.


Assuntos
Carcinoma Pulmonar de Células não Pequenas , Neoplasias Pulmonares , Nanopartículas , Humanos , Carcinoma Pulmonar de Células não Pequenas/terapia , Neoplasias Pulmonares/terapia , Imunoterapia , Terapia de Alvo Molecular
3.
Gan To Kagaku Ryoho ; 51(4): 383-387, 2024 Apr.
Artigo em Japonês | MEDLINE | ID: mdl-38644301

RESUMO

As genomic medicine advances, opportunities for molecular pathology diagnosis by pathologists to be used as companion diagnostics is increasing. Pathological specimens must be useful not only for pathological diagnosis, but also for genetic testing panel and molecular pathology diagnosis. Companion diagnostics performed by pathologists uses immunohistochemical staining and fluorescence in situ hybridization to determine patient eligibility for molecular target drugs and immune checkpoint inhibitors. By accurately observing a wide variety of diagnostic criteria and performing with high precision, pathological diagnosis will become closer to therapeutic pathology.


Assuntos
Neoplasias , Humanos , Neoplasias/diagnóstico , Neoplasias/genética , Neoplasias/patologia , Patologia Molecular , Terapia de Alvo Molecular , Técnicas de Diagnóstico Molecular , Biomarcadores Tumorais/genética , Medicina de Precisão
4.
Gan To Kagaku Ryoho ; 51(4): 378-382, 2024 Apr.
Artigo em Japonês | MEDLINE | ID: mdl-38644300

RESUMO

There have been many driver gene abnormalities identified in NSCLC, and the development and clinical adoption of targeting drugs for such are progressing. This has, as a result, complicated the situation surrounding companion diagnostics (CDx). Lung cancer treatment guidelines recommend the use of Multiplex testing that allow for CDx for many driver gene abnormalities to be used prior to 1L treatment for advanced lung cancer. The problem is that insurance rules stipulate that only one of Multiplex test is deemed reimbursable per junction in time, particular CDx are linked to particular targeted drugs instead of particular driver gene abnormalities, and none of the currently available Multiplex tests contain the CDx for all genetic mutations for which drugs have been approved. This results in a fair number of cases in which regulatory issues ensue. It is also very difficult to obtain enough of a tissue sample to get accurate results in Multiplex testing for advanced NSCLC. CDx are not full-proof, as results must be interpreted with a consideration of the potential for a false-negative due to the nature of tests. This paper, therefore, will focus on the issues with CDx from the viewpoint of medical oncologists in the clinical setting.


Assuntos
Carcinoma Pulmonar de Células não Pequenas , Neoplasias Pulmonares , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/diagnóstico , Neoplasias Pulmonares/tratamento farmacológico , Carcinoma Pulmonar de Células não Pequenas/genética , Carcinoma Pulmonar de Células não Pequenas/diagnóstico , Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Mutação , Terapia de Alvo Molecular , Antineoplásicos/uso terapêutico , Biomarcadores Tumorais/genética
9.
Arterioscler Thromb Vasc Biol ; 44(5): 1021-1030, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38572647

RESUMO

AGT (angiotensinogen) is the unique precursor for the generation of all the peptides of the renin-angiotensin system, but it has received relatively scant attention compared to many other renin-angiotensin system components. Focus on AGT has increased recently, particularly with the evolution of drugs to target the synthesis of the protein. AGT is a noninhibitory serpin that has several conserved domains in addition to the angiotensin II sequences at the N terminus. Increased study is needed on the structure-function relationship to resolve many unknowns regarding AGT metabolism. Constitutive whole-body genetic deletion of Agt in mice leads to multiple developmental defects creating a challenge to use these mice for mechanistic studies. This has been overcome by creating Agt-floxed mice to enable the development of cell-specific deficiencies that have provided considerable insight into a range of cardiovascular and associated diseases. This has been augmented by the recent development of pharmacological approaches targeting hepatocytes in humans to promote protracted inhibition of AGT synthesis. Genetic deletion or pharmacological inhibition of Agt has been demonstrated to be beneficial in a spectrum of diseases experimentally, including hypertension, atherosclerosis, aortic and superior mesenteric artery aneurysms, myocardial dysfunction, and hepatic steatosis. This review summarizes the findings of recent studies utilizing AGT manipulation as a therapeutic approach.


Assuntos
Angiotensinogênio , Doenças Cardiovasculares , Doenças Metabólicas , Animais , Humanos , Doenças Cardiovasculares/tratamento farmacológico , Doenças Cardiovasculares/metabolismo , Doenças Cardiovasculares/genética , Angiotensinogênio/metabolismo , Angiotensinogênio/genética , Doenças Metabólicas/tratamento farmacológico , Doenças Metabólicas/metabolismo , Doenças Metabólicas/genética , Sistema Renina-Angiotensina/efeitos dos fármacos , Terapia de Alvo Molecular
10.
Expert Opin Drug Discov ; 19(5): 587-602, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38590098

RESUMO

INTRODUCTION: Microglia, the primary immune cells in the brain, play multifaceted roles in Alzheimer's disease (AD). Microglia can potentially mitigate the pathological progression of AD by clearing amyloid beta (Aß) deposits in the brain and through neurotrophic support. In contrast, disproportionate activation of microglial pro-inflammatory pathways, as well as excessive elimination of healthy synapses, can exacerbate neurodegeneration in AD. The challenge, therefore, lies in discerning the precise regulation of the contrasting microglial properties to harness their therapeutic potential in AD. AREAS COVERED: This review examines the evidence relevant to the disease-modifying effects of microglial manipulators in AD preclinical models. The deleterious pro-inflammatory effects of microglia in AD can be ameliorated via direct suppression or indirectly through metabolic manipulation, epigenetic targeting, and modulation of the gut-brain axis. Furthermore, microglial clearance of Aß deposits in AD can be enhanced via strategically targeting microglial membrane receptors, lysosomal functions, and metabolism. EXPERT OPINION: Given the intricate and diverse nature of microglial responses throughout the course of AD, therapeutic interventions directed at microglia warrant a tactical approach. This could entail employing therapeutic regimens, which concomitantly suppress pro-inflammatory microglial responses while selectively enhancing Aß phagocytosis.


Assuntos
Doença de Alzheimer , Peptídeos beta-Amiloides , Microglia , Terapia de Alvo Molecular , Doença de Alzheimer/tratamento farmacológico , Doença de Alzheimer/fisiopatologia , Humanos , Microglia/efeitos dos fármacos , Microglia/metabolismo , Animais , Peptídeos beta-Amiloides/metabolismo , Encéfalo/metabolismo , Progressão da Doença , Desenvolvimento de Medicamentos
11.
Expert Opin Pharmacother ; 25(3): 255-262, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-38591252

RESUMO

INTRODUCTION: Hepatocellular carcinoma (HCC) is a primary liver cancer that commonly arises in the background of chronic liver inflammation and/or cirrhosis. Chronic liver inflammation results in the production of different growth factors, remodeling of the microenvironment architecture into fibrosis, and eventually carcinogenesis. Overexpression of some growth factors has been associated with worse prognosis in patients with HCC. Targeted therapies against growth factors may disrupt cell signaling and the mechanisms that allow for cell survival (e.g. angiogenesis, proliferation, metastases). AREAS COVERED: We herein review potential growth factor targets of HCC and the limited research that exists regarding targeted therapy of these ligands and their receptors. We performed an extensive literature search to investigate preclinical studies, clinical research, and clinical trials. EXPERT OPINION: Systemic therapy for patients with HCC is continuing to evolve. Anti-angiogenic therapy holds the most promise among targeted therapy for growth factors among patients with HCC. Improving our understanding of growth factors in HCC will hopefully lead to the development of new targeted therapies and strategies for combination therapies with immune checkpoint inhibitors.


Assuntos
Carcinoma Hepatocelular , Peptídeos e Proteínas de Sinalização Intercelular , Neoplasias Hepáticas , Terapia de Alvo Molecular , Humanos , Carcinoma Hepatocelular/tratamento farmacológico , Carcinoma Hepatocelular/patologia , Carcinoma Hepatocelular/metabolismo , Neoplasias Hepáticas/tratamento farmacológico , Neoplasias Hepáticas/patologia , Neoplasias Hepáticas/metabolismo , Animais , Peptídeos e Proteínas de Sinalização Intercelular/metabolismo , Inibidores da Angiogênese/uso terapêutico , Inibidores da Angiogênese/farmacologia , Antineoplásicos/uso terapêutico , Antineoplásicos/farmacologia , Neovascularização Patológica/tratamento farmacológico , Prognóstico , Desenvolvimento de Medicamentos
12.
Int J Mol Sci ; 25(7)2024 Mar 27.
Artigo em Inglês | MEDLINE | ID: mdl-38612531

RESUMO

Infant acute lymphoblastic leukemia (Infant ALL) is a kind of pediatric ALL, diagnosed in children under 1 year of age and accounts for less than 5% of pediatric ALL. In the infant ALL group, two subtypes can be distinguished: KMT2A-rearranged ALL, known as a more difficult to cure form and KMT2A- non-rearranged ALL with better survival outcomes. As infants with ALL have lesser treatment outcomes compared to older children, it is pivotal to provide novel treatment approaches. Progress in the development of molecularly targeted therapies and immunotherapy presents exciting opportunities for potential improvement. This comprehensive review synthesizes the current literature on the epidemiology, clinical presentation, molecular genetics, and therapeutic approaches specific to ALL in the infant population.


Assuntos
Imunoterapia , Leucemia-Linfoma Linfoblástico de Células Precursoras , Lactente , Humanos , Criança , Adolescente , Terapia de Alvo Molecular , Leucemia-Linfoma Linfoblástico de Células Precursoras/genética , Leucemia-Linfoma Linfoblástico de Células Precursoras/terapia
13.
Front Immunol ; 15: 1366260, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38655260

RESUMO

Resistance to targeted therapy and immunotherapy in non-small cell lung cancer (NSCLC) is a significant challenge in the treatment of this disease. The mechanisms of resistance are multifactorial and include molecular target alterations and activation of alternative pathways, tumor heterogeneity and tumor microenvironment change, immune evasion, and immunosuppression. Promising strategies for overcoming resistance include the development of combination therapies, understanding the resistance mechanisms to better use novel drug targets, the identification of biomarkers, the modulation of the tumor microenvironment and so on. Ongoing research into the mechanisms of resistance and the development of new therapeutic approaches hold great promise for improving outcomes for patients with NSCLC. Here, we summarize diverse mechanisms driving resistance to targeted therapy and immunotherapy in NSCLC and the latest potential and promising strategies to overcome the resistance to help patients who suffer from NSCLC.


Assuntos
Carcinoma Pulmonar de Células não Pequenas , Resistencia a Medicamentos Antineoplásicos , Imunoterapia , Neoplasias Pulmonares , Terapia de Alvo Molecular , Microambiente Tumoral , Humanos , Carcinoma Pulmonar de Células não Pequenas/terapia , Carcinoma Pulmonar de Células não Pequenas/imunologia , Neoplasias Pulmonares/terapia , Neoplasias Pulmonares/imunologia , Imunoterapia/métodos , Microambiente Tumoral/imunologia , Animais , Biomarcadores Tumorais
15.
Blood Cancer J ; 14(1): 72, 2024 Apr 24.
Artigo em Inglês | MEDLINE | ID: mdl-38658558

RESUMO

NRAS and KRAS activating point mutations are present in 10-30% of myeloid malignancies and are often associated with a proliferative phenotype. RAS mutations harbor allele-specific structural and biochemical properties depending on the hotspot mutation, contributing to variable biological consequences. Given their subclonal nature in most myeloid malignancies, their clonal architecture, and patterns of cooperativity with other driver genetic alterations may potentially have a direct, causal influence on the prognosis and treatment of myeloid malignancies. RAS mutations overall tend to be associated with poor clinical outcome in both chronic and acute myeloid malignancies. Several recent prognostic scoring systems have incorporated RAS mutational status. While RAS mutations do not always act as independent prognostic factors, they significantly influence disease progression and survival. However, their clinical significance depends on the type of mutation, disease context, and treatment administered. Recent evidence also indicates that RAS mutations drive resistance to targeted therapies, particularly FLT3, IDH1/2, or JAK2 inhibitors, as well as the venetoclax-azacitidine combination. The investigation of novel therapeutic strategies and combinations that target multiple axes within the RAS pathway, encompassing both upstream and downstream components, is an active field of research. The success of direct RAS inhibitors in patients with solid tumors has brought renewed optimism that this progress will be translated to patients with hematologic malignancies. In this review, we highlight key insights on RAS mutations across myeloid malignancies from the past decade, including their prevalence and distribution, cooperative genetic events, clonal architecture and dynamics, prognostic implications, and therapeutic targeting.


Assuntos
Mutação , Humanos , Prognóstico , Transtornos Mieloproliferativos/genética , Transtornos Mieloproliferativos/terapia , Transtornos Mieloproliferativos/tratamento farmacológico , Terapia de Alvo Molecular , Proteínas Proto-Oncogênicas p21(ras)/genética
16.
World J Gastroenterol ; 30(13): 1801-1809, 2024 Apr 07.
Artigo em Inglês | MEDLINE | ID: mdl-38659483

RESUMO

Advancements in murine modeling systems for ulcerative colitis have diversified our understanding of the pathophysiological factors involved in disease onset and progression. This has fueled the identification of molecular targets, resulting in a rapidly expanding therapeutic armamentarium. Subsequently, management strategies have evolved from symptomatic resolution to well-defined objective endpoints, including clinical remission, endoscopic remission and mucosal healing. While the incorporation of these assessment modalities has permitted targeted intervention in the context of a natural disease history and the prevention of complications, studies have consistently depicted discrepancies associated with ascertaining disease status through clinical and endoscopic measures. Current recommendations lack consideration of histological healing. The simultaneous achievement of clinical, endoscopic, and histologic remission has not been fully investigated. This has laid the groundwork for a novel therapeutic outcome termed disease clearance (DC). This article summarizes the concept of DC and its current evidence.


Assuntos
Colite Ulcerativa , Modelos Animais de Doenças , Mucosa Intestinal , Indução de Remissão , Colite Ulcerativa/terapia , Colite Ulcerativa/diagnóstico , Humanos , Animais , Mucosa Intestinal/patologia , Mucosa Intestinal/efeitos dos fármacos , Mucosa Intestinal/metabolismo , Indução de Remissão/métodos , Resultado do Tratamento , Camundongos , Progressão da Doença , Terapia de Alvo Molecular/métodos , Colo/patologia , Colo/efeitos dos fármacos
17.
Front Immunol ; 15: 1303259, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38660298

RESUMO

Objectives: This study aimed to examine the effectiveness of the best response rate (BRR) as a surrogate for overall survival (OS), using the modified Response Evaluation Criteria in Solid Tumors (mRECIST), in patients with unresectable hepatocellular carcinoma (HCC) undergoing hepatic arterial infusion chemotherapy (HAIC) with fluorouracil, leucovorin, and oxaliplatin (FOLFOX) combined with molecular targeting and immunotherapy. Methods: This study enrolled 111 consecutive patients who had complete imaging data. The median age of patients was 58 years (IQR 50.5-65.0). Among the patients, those with Barcelona Clinic Liver Cancer (BCLC) stage A, BCLC stage B, and BCLC stage C comprised 6.4%, 19.1%, and 73.6%, respectively. The optimal threshold of BRR can be determined using restricted cubic splines (RCS) and the rank sum statistics of maximum selection. Survival curves of patients in the high rating and low rating groups were plotted. We then used the change-in-estimate (CIE) method to filter out confounders and the inverse probability of treatment weighting (IPTW) to balance confounders between the two groups to assess the robustness of the results. Results: The median frequency of the combination treatment regimens administered in the overall population was 3 times (IQR 2.0-3.0). The optimal BRR truncation value calculated was -0.2. Based on this value, 77 patients were categorized as the low rating group and 34 as the high rating group. The differences in the OS between the high and low rating groups were statistically significant (7 months [95%CI 6.0-14.0] vs. 30 months [95%CI 30.0-]; p< 0.001). Using the absolute 10% cut-off value, the CIE method was used to screen out the following confounding factors affecting prognosis: successful conversion surgery, baseline tumor size, BCLC stage, serum total bilirubin level, number of interventional treatments, alpha-fetoprotein level, presence of inferior vena cava tumor thrombus, and partial thrombin activation time. The survival curve was then plotted again using IPTW for confounding factors, and it was found that the low rating group continued to have better OS than the high rating group. Finally, the relationship between BRR and baseline factors was analyzed, and inferior vena cava tumor thrombus and baseline tumor size correlated significantly with BRR. Conclusions: BRR can be used as a surrogate endpoint for OS in unresectable HCC patients undergoing FOLFOX-HAIC in combination with molecular targeting and immunotherapy. Thus, by calculating the BRR, the prognosis of HCC patients after combination therapy can be predicted. Inferior vena cava tumor thrombus and baseline tumor size were closely associated with the BRR.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica , Carcinoma Hepatocelular , Fluoruracila , Imunoterapia , Infusões Intra-Arteriais , Leucovorina , Neoplasias Hepáticas , Humanos , Pessoa de Meia-Idade , Masculino , Feminino , Neoplasias Hepáticas/tratamento farmacológico , Neoplasias Hepáticas/mortalidade , Neoplasias Hepáticas/terapia , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Carcinoma Hepatocelular/tratamento farmacológico , Carcinoma Hepatocelular/terapia , Carcinoma Hepatocelular/mortalidade , Idoso , Fluoruracila/administração & dosagem , Fluoruracila/uso terapêutico , Leucovorina/uso terapêutico , Leucovorina/administração & dosagem , Imunoterapia/métodos , Resultado do Tratamento , Terapia de Alvo Molecular , Compostos Organoplatínicos/administração & dosagem , Compostos Organoplatínicos/uso terapêutico , Artéria Hepática
18.
Sci Prog ; 107(2): 368504241247402, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38651330

RESUMO

Idiopathic pulmonary fibrosis is a chronic and progressive interstitial lung disease with a poor prognosis. Idiopathic pulmonary fibrosis is characterized by repeated alveolar epithelial damage leading to abnormal repair. The intercellular microenvironment is disturbed, leading to continuous activation of fibroblasts and myofibroblasts, deposition of extracellular matrix, and ultimately fibrosis. Moreover, pulmonary fibrosis was also found as a COVID-19 complication. Currently, two drugs, pirfenidone and nintedanib, are approved for clinical therapy worldwide. However, they can merely slow the disease's progression rather than rescue it. These two drugs have other limitations, such as lack of efficacy, adverse effects, and poor pharmacokinetics. Consequently, a growing number of molecular therapies have been actively developed. Treatment options for IPF are becoming increasingly available. This article reviews the research platform, including cell and animal models involved in molecular therapy studies of idiopathic pulmonary fibrosis as well as the promising therapeutic targets and their development progress during clinical trials. The former includes patient case/control studies, cell models, and animal models. The latter includes transforming growth factor-beta, vascular endothelial growth factor, platelet-derived growth factor, fibroblast growth factor, lysophosphatidic acid, interleukin-13, Rho-associated coiled-coil forming protein kinase family, and Janus kinases/signal transducers and activators of transcription pathway. We mainly focused on the therapeutic targets that have not only entered clinical trials but were publicly published with their clinical outcomes. Moreover, this work provides an outlook on some promising targets for further validation of their possibilities to cure the disease.


Assuntos
Fibrose Pulmonar Idiopática , Fibrose Pulmonar Idiopática/tratamento farmacológico , Fibrose Pulmonar Idiopática/metabolismo , Fibrose Pulmonar Idiopática/patologia , Humanos , Animais , Terapia de Alvo Molecular/métodos , Piridonas/uso terapêutico , Indóis/uso terapêutico , Indóis/farmacologia , COVID-19 , Modelos Animais de Doenças
19.
Zhongguo Shi Yan Xue Ye Xue Za Zhi ; 32(2): 643-646, 2024 Apr.
Artigo em Chinês | MEDLINE | ID: mdl-38660880

RESUMO

Chronic lymphocytic leukemia (CLL)/small lymphocytic lymphoma (SLL) is a relatively inert B lymphocyte proliferative disease. In recent years with the launch of new drugs, chemotherapy has been gradually replaced by targeted therapy, which significantly prolongs the survival of patients and reduces the side effects of treatment. At present, BTK inhibitors, PI3K inhibitors, spleen tyrosine kinase (SYK) inhibitors and BCL-2 inhibitors are the most studied targeted therapeutic drugs for CLL/SLL. This article reviews the research progress of different types of targeted therapeutic drugs in the treatment of CLL/SLL.


Assuntos
Leucemia Linfocítica Crônica de Células B , Humanos , Leucemia Linfocítica Crônica de Células B/tratamento farmacológico , Terapia de Alvo Molecular , Quinase Syk/antagonistas & inibidores , Tirosina Quinase da Agamaglobulinemia/antagonistas & inibidores , Proteínas Proto-Oncogênicas c-bcl-2 , Inibidores de Proteínas Quinases/uso terapêutico , Antineoplásicos/uso terapêutico , Inibidores de Fosfoinositídeo-3 Quinase
20.
Clin Exp Med ; 24(1): 73, 2024 Apr 10.
Artigo em Inglês | MEDLINE | ID: mdl-38598013

RESUMO

BACKGROUND: Personalized medicine offers targeted therapy options for cancer treatment. However, the decision whether to include a patient into next-generation sequencing (NGS) testing is not standardized. This may result in some patients receiving unnecessary testing while others who could benefit from it are not tested. Typically, patients who have exhausted conventional treatment options are of interest for consideration in molecularly targeted therapy. To assist clinicians in decision-making, we developed a decision support tool using routine data from a precision oncology program. METHODS: We trained a machine learning model on clinical data to determine whether molecular profiling should be performed for a patient. To validate the model, the model's predictions were compared with decisions made by a molecular tumor board (MTB) using multiple patient case vignettes with their characteristics. RESULTS: The prediction model included 440 patients with molecular profiling and 13,587 patients without testing. High area under the curve (AUC) scores indicated the importance of engineered features in deciding on molecular profiling. Patient age, physical condition, tumor type, metastases, and previous therapies were the most important features. During the validation MTB experts made the same decision of recommending a patient for molecular profiling only in 10 out of 15 of their previous cases but there was agreement between the experts and the model in 9 out of 15 cases. CONCLUSION: Based on a historical cohort, our predictive model has the potential to assist clinicians in deciding whether to perform molecular profiling.


Assuntos
Neoplasias , Humanos , Neoplasias/diagnóstico , Neoplasias/genética , Dados de Saúde Coletados Rotineiramente , Medicina de Precisão , Aprendizado de Máquina , Terapia de Alvo Molecular
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