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Review
. 2024 Mar 28;187(7):1589-1616.
doi: 10.1016/j.cell.2024.02.009.

Embracing cancer complexity: Hallmarks of systemic disease

Affiliations
Review

Embracing cancer complexity: Hallmarks of systemic disease

Charles Swanton et al. Cell. .

Abstract

The last 50 years have witnessed extraordinary developments in understanding mechanisms of carcinogenesis, synthesized as the hallmarks of cancer. Despite this logical framework, our understanding of the molecular basis of systemic manifestations and the underlying causes of cancer-related death remains incomplete. Looking forward, elucidating how tumors interact with distant organs and how multifaceted environmental and physiological parameters impinge on tumors and their hosts will be crucial for advances in preventing and more effectively treating human cancers. In this perspective, we discuss complexities of cancer as a systemic disease, including tumor initiation and promotion, tumor micro- and immune macro-environments, aging, metabolism and obesity, cancer cachexia, circadian rhythms, nervous system interactions, tumor-related thrombosis, and the microbiome. Model systems incorporating human genetic variation will be essential to decipher the mechanistic basis of these phenomena and unravel gene-environment interactions, providing a modern synthesis of molecular oncology that is primed to prevent cancers and improve patient quality of life and cancer outcomes.

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Conflict of interest statement

Declaration of interests C.A. reports employment at Saga Diagnostics and reports options to own stock in the company. C.A. and C.S. are listed as inventors on a European patent application relating to assay technology to detect tumor recurrence (PCT/GB2017/053289). This patent has been licensed to commercial entities and, under their terms of employment, C.A. and C.S. are due a revenue share of any revenue generated from such license(s). C.A. and C.S. declare a patent application (PCT/US2017/028013) for methods to detect lung cancer. C.A. and C.S. are named inventors on a patent application to determine methods and systems for tumor monitoring (PCT/EP2022/077987). C.A. and C.S. are named inventors on a provisional patent protection related to a ctDNA detection algorithm. J.A.J. has received honoraria for speaking at research symposia organized by Bristol Meyers Squibb and Glenmark Pharmaceuticals and previously served on the SAB of Pionyr Immunotherapeutics. D.H. is a founder and member of the BoD and SAB of Opna Bio, and a member of the SABs of Pfizer, Cellestia Biotech, 4D Molecular Therapeutics, and AtG Therapeutics. F.A. reports travel/accommodation/expenses from AstraZeneca, GlaxoSmithKline, Novartis, Pfizer, and Roche, and his institution has received research funding from AstraZeneca, Daiichi Sankyo, Lilly, Novartis, Pfizer, and Roche. C.M. Consultant/Advisory fees from Amgen, Astellas, AstraZeneca, Bayer, BeiGene, BMS, Celgene, Debiopharm, Genentech, Ipsen, Janssen, Lilly, MedImmune, MSD, Novartis, Pfizer, Roche, Sanofi, Orion. Principal/sub-Investigator of Clinical Trials for AbbVie, Aduro, Agios, Amgen, Argen-x, Astex, AstraZeneca, Aveo pharmaceuticals, Bayer, Beigene, Blueprint, BMS, Boeringer Ingelheim, Celgene, Chugai, Clovis, Daiichi Sankyo, Debiopharm, Eisai, Eos, Exelixis, Forma, Gamamabs, Genentech, Gortec, GSK, H3 biomedecine, Incyte, InnatePharma, Janssen, Kura Oncology, Kyowa, Lilly, Loxo, Lysarc, Lytix Biopharma, Medimmune, Menarini, Merus, MSD, Nanobiotix, Nektar Therapeutics, Novartis, Octimet, Oncoethix, Oncopeptides AB, Orion, Pfizer, Pharmamar, Pierre Fabre, Roche, Sanofi, Servier, Sierra Oncology, Taiho, Takeda, Tesaro, and Xencor. R.B. is founder of Oncosence. M.A.F. is founder and shareholder of Celesta Therapeutics. A.H. is a paid consultant for Calida Therapeutics. M.J.-H. has consulted for, and is a member of, the Achilles Therapeutics Scientific Advisory Board and Steering Committee, has received speaker honoraria from Pfizer, Astex Pharmaceuticals, Oslo Cancer Cluster, Bristol Myers Squibb, and is listed as a co-inventor on a European patent application relating to methods to detect lung cancer PCT/US2017/028013), this patent has been licensed to commercial entities and, under terms of employment, M.J.-H. is due a share of any revenue generated from such license(s). J.W.L. advises Restoration Foodworks, Nanocare Technologies, and Cornerstone Pharmaceuticals. S.L. received research funding to institution from Novartis, Bristol Myers Squibb, MSD, Puma Biotechnology, Eli Lilly, Nektar Therapeutics, AstraZeneca/Daiichi Sankyo, and Seattle Genetics. S.L. has acted as consultant (not compensated) to Seattle Genetics, Novartis, Bristol Myers Squibb, MSD, AstraZeneca/Daiichi Sankyo, Eli Lilly, Pfizer, Gilead Therapeutics, Nektar Therapeutics, PUMA Biotechnologies and Roche-Genentech. S.L. has acted as consultant (paid to institution) to Novartis, GlaxoSmithKline, Roche-Genentech, AstraZeneca/Daiichi Sankyo, Pfizer, Gilead Therapeutics, Seattle Genetics, MSD, Tallac Therapeutics, Eli Lilly, and Bristol Myers Squibb. I.M. is a consultant of LIfT BioSciences. K.M. has received honoraria from LEO Pharma, Pfizer and Bayer PLC. She has received research funding from LEO Pharma and Bayer PLC. S.Q. is a founder, CSO, and holds stock options in Achilles Therapeutics. C.S. acknowledges grants from AstraZeneca, Boehringer Ingelheim, Bristol Myers Squibb, Pfizer, Roche-Ventana, Invitae (previously Archer Dx Inc—collaboration in minimal residual disease sequencing technologies), Ono Pharmaceutical, and Personalis. He is Chief Investigator for the AZ MeRmaiD 1 and 2 clinical trials and is the Steering Committee Chair. He is also Co-Chief Investigator of the NHS Galleri trial funded by GRAIL and a paid member of GRAIL’s Scientific Advisory Board. He receives consultant fees from Achilles Therapeutics (also SAB member), Bicycle Therapeutics (also a SAB member), Genentech, Medicxi, China Innovation Centre of Roche (CICoR) formerly Roche Innovation Centre—Shanghai, Metabomed (until July 2022), Relay Therapeutics, and the Sarah Cannon Research Institute. C.S. has received honoraria from Amgen, AstraZeneca, Bristol Myers Squibb, GlaxoSmithKline, Illumina, MSD, Novartis, Pfizer, and Roche-Ventana. C.S. has previously held stock options in Apogen Biotechnologies and GRAIL, and currently has stock options in Epic Bioscience, Bicycle Therapeutics, and has stock options and is co-founder of Achilles Therapeutics. Patents: C.S. declares a patent application (PCT/US2017/028013) for methods to lung cancer); targeting neoantigens (PCT/EP2016/059401); identifying patent response to immune checkpoint blockade (PCT/EP2016/071471), determining HLA LOH (PCT/GB2018/052004); predicting survival rates of patients with cancer (PCT/GB2020/050221); identifying patients who respond to cancer treatment (PCT/GB2018/051912); methods for lung cancer detection (US20190106751A1). C.S. is an inventor on a European patent application (PCT/GB2017/053289) relating to assay technology to detect tumor recurrence. This patent has been licensed to a commercial entity and under their terms of employment C.S. is due a revenue share of any revenue generated from such license(s). K.H.V. is on the board of directors and shareholder of Bristol Myers Squibb and on the science advisory board (with stock options) of PMV Pharma, RAZE Therapeutics, Volastra Pharmaceuticals and Kovina Therapeutics. She is on the SAB of Ludwig Cancer and a co-founder and consultant of Faeth Therapeutics. She has been in receipt of research funding from Astex Pharmaceuticals and AstraZeneca and contributed to CRUK Cancer Research Technology filing of patent application WO/2017/144877. J.W. is an inventor on a US patent application (PCT/US17/53.717) submitted by the University of Texas MD Anderson Cancer Center which covers methods to enhance immune checkpoint blockade responses by modulating the microbiome, reports compensation for speaker’s bureau and honoraria from Imedex, Dava Oncology, Omniprex, Illumina, Gilead, PeerView, Physician Education Resource, MedImmune, Exelixis and Bristol Myers Squibb, and has served as a consultant/advisory board member for Roche/Genentech, Novartis, AstraZeneca, GlaxoSmithKline, Bristol Myers Squibb, Micronoma, OSE therapeutics, Merck, and Everimmune. Dr. Wargo receives stock options from Micronoma and OSE therapeutics. A.W. is on the board of Regain Therapeutics.

Figures

Figure 1.
Figure 1.. The “clouds of complexity” impinging on the frontiers of cancer biology and cancer medicine
Although the hallmarks of cancer have provided an overarching conceptual rationale for the myriad manifestations encompassing cancer as a disease, below this simplicity lies a dizzying diversity in mechanistic effects and phenotypes, both inside tumors and system-wide in the affected individual. Thus, above the horizon are clouds of complexity that, we argue in this perspective, are important and incompletely understood. Below the horizon lie mechanistic effectors—the building blocks of cancer—governing the inception and progression of cancer, which are also incompletely understood. Elucidating both dimensions of cancer as a systemic disease will be instrumental for ground-breaking innovations in prevention and enduring treatment of human cancer.
Figure 2.
Figure 2.. The interplay between cancer driver mutations and environmental or endogenous tumor promoters in cancer risk
Mutations are essential for cancers to develop and may arise as a result of spontaneous errors in normal DNA replication, during aging of quiescent cells, or by exposure to mutagens in the environment. Obesity, dietary factors, and inflammation may also contribute to mutation burden indirectly, for example, through generation of reactive oxygen species (ROS), but this is unlikely to make a major contribution to overall mutation numbers. Mutations may remain dormant in normal tissues for long periods, unless the tissue is repeatedly exposed to an inducer of inflammation or tissue wounding, causing selection of cells carrying specific mutations, leading to clonal outgrowth. The particular mutations selected depend on many factors including the tissue or cell of origin, the host genetic background, or the nature of the specific promoting factor. Known or suspected exogenous promoting factors are shown as examples, as are potential endogenous or lifestyle-associated promoting factors.
Figure 3.
Figure 3.. Tumor micro- and macro-environments
Representation of the complex tumor ecosystem. Interactions between diverse components of the tumor micro- and macro-environments are depicted, involving influences of the host, as well as external factors, on tumor growth and metastatic dissemination.
Figure 4.
Figure 4.. Local and systemic drivers of protumorigenic myeloid dysregulation
(1) Molecules produced during tumor initiation that contribute to the recruitment and activation of macrophages that play a key role in the initiation of the inflammatory cascade and the release of inflammatory molecules in the blood circulation. (2) Release of inflammatory molecules in the blood circulation that drives the enhancement and dysregulation of myelopoiesis. (3) Epigenetic remodeling of myeloid progenitors in the bone marrow that contributes to the induction of nodes of molecular suppressive programs along the myeloid lineage. (4) Additional drivers produced in the local tumor microenvironment that contribute to further enhancement of myeloid suppression that further dampen antitumor immunity and promote tumor proliferation and growth. The list of molecules provided in each category is not exhaustive and is only provided as examples.
Figure 5.
Figure 5.. Cancer as a systemic disease
Reciprocal relationships between cancer cell metabolism, the metabolism of heterotypic cells of the tumor microenvironment, and systemic metabolism. These metabolic crosstalks modulate cancer progression and could lead to cancer-associated cachexia. Detecting these metabolic alterations provides clinical opportunities for early detection and disease monitoring.
Figure 6.
Figure 6.. Thromboinflammation and cancer
The interplay between the coagulation and innate immunity systems plays important roles throughout the development and growth of a tumor. Early interactions between neutrophils and tumor cells, including neutrophil-extracellular traps (NETs) produced by neutrophils, promote dormant tumor cell awakening, tumor survival and immune escape. Later aggregations between platelets and tumor cells promote tumor survival intravascularly and tumor spread. Activation of coagulation through tumor-specific mechanisms, such as the release of tissue factor, increases the risk of cancer-associated thrombosis.

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