Evidence map›Paper›PMID 41504936›Full record

ArticleJournal of cancer research and clinical oncology2026

Long-term benefit from high-dose ifosfamide in sarcoma depends on sustained prior control and timely intervention: a machine learning analysis.

Michael Hoberger, Romy L Zuber, Anton Burkhard-Meier, Dorit Di Gioia, Vindi Jurinovic, Michael Völkl, Sinan E Güler, Markus Albertsmeier, Alexander Klein, Hans Roland Dürr and 6 more

Abstract read
In one paragraph

Article in Journal of cancer research and clinical oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

16 authors.

Michael Hoberger *Department of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Romy L Zuber *Department of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Anton Burkhard-MeierDepartment of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Dorit Di GioiaDepartment of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Vindi JurinovicDepartment of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Michael VölklDepartment of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Sinan E GülerDepartment of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Markus AlbertsmeierDepartment of General, Visceral and Transplantation Surgery, University Hospital, LMU Munich, Munich, Germany.
Alexander KleinOrthopaedic Oncology, Department of Orthopaedics and Trauma Surgery, University Hospital, LMU Munich, Munich, Germany.
Hans Roland DürrOrthopaedic Oncology, Department of Orthopaedics and Trauma Surgery, University Hospital, LMU Munich, Munich, Germany.
Nina-Sophie Schmidt-HegemannDepartment of Radiation Oncology, University Hospital, LMU Munich, Munich, Germany.
Thomas KnöselInstitute of Pathology, LMU Munich, Munich, Germany.
Wolfgang G KunzBavarian Cancer Research Center (BZKF), Munich, Germany.
Michael von Bergwelt-BaildonDepartment of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Lars H LindnerDepartment of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany.
Luc M BerclazDepartment of Medicine III, University Hospital, LMU Munich, Marchioninistr. 15, 81377, Munich, Germany. Luc.Berclaz@med.uni-muenchen.de.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeHigh-dose ifosfamide (HD-IFO) remains an effective regimen for advanced bone and soft tissue sarcomas, but predictors of long-term benefit are poorly defined. This study evaluated clinical outcomes and prognostic factors using machine learning-assisted modeling in sarcoma patients treated with HD-IFO at a high-volume academic center.

methodsWe retrospectively analyzed 26 patients with histologically confirmed bone or soft tissue sarcoma who received HD-IFO (≥ 12 g/m

resultsMedian PFS and OS from start of HD-IFO was 6.6 months (95% CI 4.4-9.8) and 24.7 months (95% CI, 14.7-34.2), respectively. Patients with progressive disease (PD) had significantly shorter OS than those with partial response (PR; p = 0.0047) or stable disease (SD; p = 0.0485). LASSO identified intervention prior to progression, prior tumor control ≥ 12 months, and absence of metastases as the strongest predictors for OS > 24 months. In multivariable analysis, intervention prior to progression (OR 24.18, 95% CI 1.81-1001.27, p = 0.037) and prior tumor control ≥ 12 months (OR 25.39, 95% CI 2.1-1008.9, p = 0.030) independently predicted OS > 24 months.

conclusionHD-IFO provides durable disease control in selected sarcoma patients, particularly those with sustained prior tumor control and intervention prior to progression.

Indexed as

Antineoplastic Agents, AlkylatingBone NeoplasmsIfosfamideMachine LearningSarcomaAdultAgedFemaleHumansMaleMiddle AgedPrognosisRetrospective StudiesYoung AdultAntineoplastic Agents, AlkylatingIfosfamideBone sarcomaHigh-dose ifosfamideMachine learning-assisted modelingSoft tissue sarcoma

Identifiers

PMID41504936
PMCPMC12783467

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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.