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ArticleClinical orthopaedics and related research2025

How Can the Environmental Impact of Orthopaedic Surgery Be Measured and Reduced? Using Anterior Cruciate Ligament Reconstruction as a Test Case.

Nathalia Silva de Souza Lima Cano, Ian D Engler, Rezvan Mohammadiziazi, Federica Geremicca, Dylan Lawson, Nicholas Drain, Volker Musahl, Bryson P Lesniak, Melissa M Bilec

Abstract read
In one paragraph

Article in Clinical orthopaedics and related research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed, 2 pooled it
–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

9 citing papers in PubMed, 2 syntheses or guidelines pooled it.

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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

9 authors.

Nathalia Silva de Souza Lima CanoDepartment of Civil and Environmental Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA.
Ian D EnglerDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center, UPMC Freddie Fu Sports Medicine Center, Pittsburgh, PA, USA.ORCID 0000-0002-2951-4991
Rezvan MohammadiziaziDepartment of Civil and Environmental Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA.
Federica GeremiccaDepartment of Civil and Environmental Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA.
Dylan LawsonDepartment of Civil and Environmental Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA.
Nicholas DrainDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center, UPMC Freddie Fu Sports Medicine Center, Pittsburgh, PA, USA.
Volker MusahlDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center, UPMC Freddie Fu Sports Medicine Center, Pittsburgh, PA, USA.
Bryson P LesniakDepartment of Orthopaedic Surgery, University of Pittsburgh Medical Center, UPMC Freddie Fu Sports Medicine Center, Pittsburgh, PA, USA.
Melissa M BilecDepartment of Civil and Environmental Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe healthcare sector in the United States has increased its greenhouse gas emissions by 6% since 2010 and today has the highest per capita greenhouse gas emissions globally. Assessing the environmental impact and material use through the methods of life cycle assessment (LCA) and material flow analysis (MFA) of healthcare procedures, products, and processes can aid in developing impactful strategies for reductions, yet such assessments have not been performed in orthopaedic surgery. We conducted an LCA and an MFA on an ACL reconstruction (ACLR). The ACLR served as a test case on the assumption that lessons learned would likely prove relevant to other orthopaedic procedures. QUESTIONS/PURPOSES: (1) What are the life cycle environmental impacts of ACLR? (2) What is the material flow and material circularity of ACLR? (3) What potential interventions would best address the life cycle environmental impacts and material circularity of ACLR?

methodsFirst, we conducted an LCA according to International Organization for Standardization standards for quantifying a product's environmental impact across its entire life cycle. One result of an LCA is global warming potential measured in carbon dioxide equivalent (CO 2 eq), or carbon footprint. Second, we conducted an MFA of ACLR. Material flow analyses are used to quantify the amount of material in a determined system by tracking the input, usage, and output of materials, allowing for the identification of where materials are consumed inefficiently or lost to the environment. To contextualize the MFA, we calculated the material circularity indicator (MCI) index. This is used to measure how materials are circulating in a system and to evaluate the extent to which materials are recovered, reused, and kept within the economic loop rather than disposed of as waste. These three methods are widely used in other fields, especially engineering, but are more limited in healthcare research. Data collection and observations of ACLRs were made during ACLRs at the University of Pittsburgh Medical Center Bethel Park Surgical Center in Pittsburgh, PA, USA, between 2022 and 2023. Three sessions of data collection and observations were needed due to complexity and scheduling, ranging from understanding the sterilization procedures to weighing individual items. Data encompassing electricity usage; surgical equipment type; the use of heating, ventilation, and air conditioning (HVAC) systems; the production and reuse of reusable instruments and gowns; and the production and disposal of single-use surgical products were collected. Following data collection, we conducted the LCA and the MFA and then calculated the MCI for a representation of a single ACLR. To identify strategies to reduce the environmental impact of ACLR, we modeled 11 possible sustainability interventions developed from prior work and compared those strategies against the impact of the baseline ACLR.

resultsOur results show that the ACLR generated an estimated life cycle greenhouse gas emissions of 47 kg of CO 2 eq, which is analogous to driving a typical gasoline-fueled passenger vehicle for 120 miles. The total mass of all products for one ACLR was estimated at 12.73 kg, including 7.55 kg for disposable materials and 5.19 kg for reusable materials. Concerning material circularity, ACLR had a baseline MCI index of 0.3. Employing LCA for the carbon footprint and the MCI for 11 sustainability interventions indicated the potential to reduce greenhouse gas emissions by up to 42%, along with an increase in circularity (how materials are recovered, reused, and kept within the economic loop rather than disposed of as waste) of up to 0.8 per ACLR. Among the most impactful interventions are the reduction in the utilization of surgical pack products, reutilization of cotton towels and surgical gowns, maximization of energy efficiency, and increasing aluminum and paper recycling.

conclusionACLR has a substantial carbon footprint, which can meaningfully be reduced by creating a minimalist custom pack without material wastage, reusing cotton towels, and maximizing recycling. Combining LCA, MFA, and MCI can provide a thorough assessment of sustainability in orthopaedic surgery. CLINICAL RELEVANCE: Orthopaedic surgeons and staff can immediately reduce the environmental impact of orthopaedic procedures such as ACLR by opening fewer materials-via making minimalist packs and only opening what is needed in the operating room-and by incorporating more reusable materials such as towels. Larger scale medical center changes, such as implementing recycling programs and installing energy-efficient systems, also can make a meaningful difference in reducing environmental impact.

Indexed as

Anterior Cruciate Ligament ReconstructionCarbon FootprintEnvironmentGlobal WarmingHumans

Identifiers

PMID39660662
PMCPMC11658741

What OpenQuestion holds

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Registered trials

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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 OpenQuestion graph.