Evidence map›Paper›PMID 41516021›Full record

ReviewInternational journal of molecular sciences2025

The Need for a Systems Biology Approach in Cancer Explained.

Hehuan Zhu, Xi Zhang, Ehsan Nazemalhosseini-Mojarad, Jessica Roelands, Lysanne D A N de Muynck, Cor J Ravensbergen, Rachel Hoorntje, Imke Stouten, Marianne Hokland, Alexander L Vahrmeijer and 3 more

Abstract readReview
In one paragraph

Review in International journal of molecular sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Hehuan ZhuDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0000-0002-2294-1747
Xi ZhangDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.
Ehsan Nazemalhosseini-MojaradDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0000-0001-8914-004X
Jessica RoelandsDepartment of Pathology, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0000-0003-3631-2041
Lysanne D A N de MuynckDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0000-0002-4035-6605
Cor J RavensbergenDepartment of Pathology, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0000-0002-8555-2511
Rachel HoorntjeDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.
Imke StoutenDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0009-0002-8136-4262
Marianne HoklandDepartment of Biomedicine, Aarhus University, 8000 Aarhus, Denmark.ORCID 0000-0003-0875-4512
Alexander L VahrmeijerDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0000-0001-9370-0011
Rob A E M TollenaarDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0000-0002-6831-6082
Edwin KosterDepartment of Philosophy, Faculty of Social Sciences and Humanities, Vrije Universiteit Amsterdam, De Boelelaan 1105, 1081 HV Amsterdam, The Netherlands.ORCID 0000-0002-2972-2301
Peter J K KuppenDepartment of Surgery, Leiden University Medical Centre, 2333 ZA Leiden, The Netherlands.ORCID 0000-0002-0294-3251

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Traditionally, scientists tend to approach cancer research in a reductionistic way: aiming at uncovering underlying, separate components in malignant processes. And indeed, great progress has been made by reducing the development of a tumor to single, specific genes and mutations. For instance, familial adenomatous polyposis (FAP) could be reduced to a germline mutation in the Adenomatous Polyposis Coli (APC) gene. The escape of tumor cells from immune surveillance could be reduced to the tumor expression of immune checkpoints, resulting in new approaches in tumor therapy by applying immune checkpoint inhibitors. However, a germline mutation in APC is not 1:1 related to colorectal cancer (CRC), and only some patients respond to immune checkpoint inhibitors. The point here is that biological systems, also comprising cancer, have properties that cannot be reduced to single components. The cooperation of the single components results in new, emergent properties. The outcome of an interaction in a complex network, like the immune system, depends on the many cell types involved and the numerous molecules that interact and activate or inhibit pathways. The way the composing elements are organized is a causal factor in itself for any emergent property. The rise of genomic analysis at the end of the previous century, enabling us to sequence a full genome at the DNA and RNA levels, has initiated an awareness of the need for 'systems biology': to consider a full system and how it is organized, in all of its aspects, to understand biological pathways and their outcomes. In this review, we outline the prospects and limitations of systems biology in cancer research and propose a causal framework that integrates upward and downward causation and multiple realizability to understand the emergent properties of tumors that determine the dynamics of tumor development.

Indexed as

NeoplasmsSystems BiologyAnimalsHumanscancerdownward causationemergent propertymolecular biologysystems biologyupward causation

Identifiers

PMID41516021
PMCPMC12785932

What Socratic holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.