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Jiménez-Sánchez J, Bosque JJ, Jiménez Londoño GA, Molina-García D, Martínez Á, Pérez-Beteta J, Ortega-Sabater C, Honguero Martínez AF, García Vicente AM, Calvo GF, Pérez-García VM. Evolutionary dynamics at the tumor edge reveal metabolic imaging biomarkers. Proc Natl Acad Sci U S A 2021; 118:e2018110118. [PMID: 33536339 PMCID: PMC8017959 DOI: 10.1073/pnas.2018110118] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 01/04/2021] [Indexed: 01/09/2023] Open
Abstract
Human cancers are biologically and morphologically heterogeneous. A variety of clonal populations emerge within these neoplasms and their interaction leads to complex spatiotemporal dynamics during tumor growth. We studied the reshaping of metabolic activity in human cancers by means of continuous and discrete mathematical models and matched the results to positron emission tomography (PET) imaging data. Our models revealed that the location of increasingly active proliferative cellular spots progressively drifted from the center of the tumor to the periphery, as a result of the competition between gradually more aggressive phenotypes. This computational finding led to the development of a metric, normalized distance from 18F-fluorodeoxyglucose (18F-FDG) hotspot to centroid (NHOC), based on the separation from the location of the activity (proliferation) hotspot to the tumor centroid. The NHOC metric can be computed for patients using 18F-FDG PET-computed tomography (PET/CT) images where the voxel of maximum uptake (standardized uptake value [SUV]max) is taken as the activity hotspot. Two datasets of 18F-FDG PET/CT images were collected, one from 61 breast cancer patients and another from 161 non-small-cell lung cancer patients. In both cohorts, survival analyses were carried out for the NHOC and for other classical PET/CT-based biomarkers, finding that the former had a high prognostic value, outperforming the latter. In summary, our work offers additional insights into the evolutionary mechanisms behind tumor progression, provides a different PET/CT-based biomarker, and reveals that an activity hotspot closer to the tumor periphery is associated to a worst patient outcome.
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Affiliation(s)
- Juan Jiménez-Sánchez
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Ciudad Real, 13071, Spain
| | - Jesús J Bosque
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Ciudad Real, 13071, Spain
| | | | - David Molina-García
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Ciudad Real, 13071, Spain
| | - Álvaro Martínez
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Ciudad Real, 13071, Spain
- Nuclear Medicine Unit, Hospital General Universitario de Ciudad Real, Ciudad Real, 13005, Spain
| | - Julián Pérez-Beteta
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Ciudad Real, 13071, Spain
| | - Carmen Ortega-Sabater
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Ciudad Real, 13071, Spain
| | | | - Ana M García Vicente
- Thoracic Surgery Unit, Hospital General Universitario de Albacete, Albacete, 02006, Spain
| | - Gabriel F Calvo
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Ciudad Real, 13071, Spain;
| | - Víctor M Pérez-García
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Ciudad Real, 13071, Spain;
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Pérez-García VM, Calvo GF, Bosque JJ, León-Triana O, Jiménez J, Perez-Beteta J, Belmonte-Beitia J, Valiente M, Zhu L, García-Gómez P, Sánchez-Gómez P, Hernández-San Miguel E, Hortigüela R, Azimzade Y, Molina-García D, Martinez Á, Rojas ÁA, de Mendivil AO, Vallette F, Schucht P, Murek M, Pérez-Cano M, Albillo D, Honguero Martínez AF, Jiménez Londoño GA, Arana E, García Vicente AM. Universal scaling laws rule explosive growth in human cancers. Nat Phys 2020; 16:1232-1237. [PMID: 33329756 PMCID: PMC7116451 DOI: 10.1038/s41567-020-0978-6] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Most physical and other natural systems are complex entities composed of a large number of interacting individual elements. It is a surprising fact that they often obey the so-called scaling laws relating an observable quantity with a measure of the size of the system. Here we describe the discovery of universal superlinear metabolic scaling laws in human cancers. This dependence underpins increasing tumour aggressiveness, due to evolutionary dynamics, which leads to an explosive growth as the disease progresses. We validated this dynamic using longitudinal volumetric data of different histologies from large cohorts of cancer patients. To explain our observations we put forward increasingly-complex biologically-inspired mathematical models that captured the key processes governing tumor growth. Our models predicted that the emergence of superlinear allometric scaling laws is an inherently three-dimensional phenomenon. Moreover, the scaling laws thereby identified allowed us to define a set of metabolic metrics with prognostic value, thus providing added clinical utility to the base findings.
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Affiliation(s)
- Víctor M. Pérez-García
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Spain
- Correspondence and requests for materials should be addressed to V.M. Pérez-García (>)
| | - Gabriel F. Calvo
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Spain
| | - Jesús J. Bosque
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Spain
| | | | - Juan Jiménez
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Spain
| | | | | | - Manuel Valiente
- Brain Metastasis Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - Lucía Zhu
- Brain Metastasis Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | - Pedro García-Gómez
- Brain Metastasis Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | | | | | - Rafael Hortigüela
- Neuro-oncology Unit, Health Institute Carlos III-UFIEC, Madrid, Spain
| | | | | | - Álvaro Martinez
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Spain
- Department of Mathematics, Universidad de Cádiz, Spain
| | - Ángel Acosta Rojas
- Department of Radiation Oncology, Sanchinarro University Hospital, HM Hospitales, Spain
| | | | - Francois Vallette
- Inserm U1232, Centre de Recherche en Cancérologie et Immunologie Nantes-Angers, Nantes, F-44007, France
| | | | | | - María Pérez-Cano
- Mathematical Oncology Laboratory, Universidad de Castilla-La Mancha, Spain
| | - David Albillo
- Radiology Unit, MD Anderson Cancer Center, Madrid, Spain
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Rombolá CA, Genovés Crespo M, Tárraga López PJ, García Jiménez MD, Honguero Martínez AF, León Atance P, Rodríguez Ortega CR, Triviño Ramírez A, Rodríguez Montes JA. Is video-assisted thoracoscopic diaphragmatic plication a widespread technique for diaphragmatic hernia in adults? Review of the literature and results of a national survey. Cir Esp 2014; 92:453-62. [PMID: 24602484 DOI: 10.1016/j.ciresp.2013.12.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2013] [Revised: 12/04/2013] [Accepted: 12/05/2013] [Indexed: 02/01/2023]
Abstract
Diaphragmatic plication is the most accepted treatment for symptomatic diaphragmatic hernia in adults. The fact that this pathology is infrequent and this procedure not been widespread means that this is an exceptional technique in our field. To estimate its use in the literature, we carried out a review in English and Spanish, to which we added our series. We found only six series that contribute 59 video-assisted mini-thoractomy for diaphragmatic plications in adults, and none in Spanish. Our series will be the second largest with 18 cases. Finally, we conducted a survey in all the Spanish Thoracic Surgery units in Spain: none reported more than 10 cases operated by thoracoscopy in the last 8 years (except our series) and most continue employing thoracotomy as the main approach. We believe that many patients with symptomatic diaphragmatic hernia could benefit from the use of such techniques.
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Affiliation(s)
- Carlos A Rombolá
- Servicio de Cirugía Torácica, Complejo Hospitalario Universitario de Albacete, Albacete, España.
| | - Marta Genovés Crespo
- Servicio de Cirugía Torácica, Complejo Hospitalario Universitario de Albacete, Albacete, España
| | | | | | | | - Pablo León Atance
- Servicio de Cirugía Torácica, Complejo Hospitalario Universitario de Albacete, Albacete, España
| | | | - Ana Triviño Ramírez
- Servicio de Cirugía Torácica, Complejo Hospitalario Universitario de Albacete, Albacete, España
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Honguero Martínez AF, Arnau Obrer A, Pérez Alonso D, Estors Guerrero M, Cortés Alcaide CM, Cantó Armengod A. [Bilateral Chylothorax after delivery: an infrequent case treated with videothoracoscopic talc pleurodesis]. Cir Esp 2006; 80:400-2. [PMID: 17192225 DOI: 10.1016/s0009-739x(06)70994-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Bilateral chylothorax after delivery is a highly infrequent entity. We present the case of a 28-year-old woman who developed progressive dyspnea due to bilateral milky pleural effusion several months after delivery. The effusion was found to contain chylomicrons in the biochemical analysis. Initial conservative treatment failed twice and the chylothorax was successfully treated through sequential bilateral videothoracoscopy with an interval of 6 days between the two interventions and pleurodesis with spray talc.
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