Radiomics in renal cell carcinoma: a systematic review and meta-analysis
Radiomics may increase the diagnostic accuracy of medical imaging for localized and metastatic RCC (mRCC). A systematic review and meta-analysis was performed. Doing so, we comprehensively searched literature databases until May 2020. Studies investigating the diagnostic value of radiomics in differ...
Gespeichert in:
| Hauptverfasser: | , , , , , , , |
|---|---|
| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
17 March 2021
|
| In: |
Cancers
Year: 2021, Jahrgang: 13, Heft: 6 |
| ISSN: | 2072-6694 |
| DOI: | 10.3390/cancers13061348 |
| Online-Zugang: | Verlag, lizenzpflichtig, Volltext: https://doi.org/10.3390/cancers13061348 Verlag, lizenzpflichtig, Volltext: https://www.mdpi.com/2072-6694/13/6/1348 
|
| Verfasserangaben: | Julia Mühlbauer, Luisa Egen, Karl-Friedrich Kowalewski, Maurizio Grilli, Margarete T. Walach, Niklas Westhoff, Philipp Nuhn, Fabian C. Laqua, Bettina Baessler and Maximilian C. Kriegmair |
MARC
| LEADER | 00000caa a2200000 c 4500 | ||
|---|---|---|---|
| 001 | 1751720594 | ||
| 003 | DE-627 | ||
| 005 | 20220819140754.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 210318s2021 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.3390/cancers13061348 |2 doi | |
| 035 | |a (DE-627)1751720594 | ||
| 035 | |a (DE-599)KXP1751720594 | ||
| 035 | |a (OCoLC)1341399146 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 33 |2 sdnb | ||
| 100 | 1 | |a Mühlbauer, Julia |d 1991- |e VerfasserIn |0 (DE-588)1183318537 |0 (DE-627)1663131686 |4 aut | |
| 245 | 1 | 0 | |a Radiomics in renal cell carcinoma |b a systematic review and meta-analysis |c Julia Mühlbauer, Luisa Egen, Karl-Friedrich Kowalewski, Maurizio Grilli, Margarete T. Walach, Niklas Westhoff, Philipp Nuhn, Fabian C. Laqua, Bettina Baessler and Maximilian C. Kriegmair |
| 264 | 1 | |c 17 March 2021 | |
| 300 | |a 15 | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Gesehen am 18.03.2021 | ||
| 520 | |a Radiomics may increase the diagnostic accuracy of medical imaging for localized and metastatic RCC (mRCC). A systematic review and meta-analysis was performed. Doing so, we comprehensively searched literature databases until May 2020. Studies investigating the diagnostic value of radiomics in differentiation of localized renal tumors and assessment of treatment response to ST in mRCC were included and assessed with respect to their quality using the radiomics quality score (RQS). A total of 113 out of 1098 identified studies met the criteria and were included in qualitative synthesis. Median RQS of all studies was 13.9% (5.0 points, IQR 0.25-7.0 points), and RQS increased over time. Thirty studies were included into the quantitative synthesis: For distinguishing angiomyolipoma, oncocytoma or unspecified benign tumors from RCC, the random effects model showed a log odds ratio (OR) of 2.89 (95%-CI 2.40-3.39, p < 0.001), 3.08 (95%-CI 2.09-4.06, p < 0.001) and 3.57 (95%-CI 2.69-4.45, p < 0.001), respectively. For the general discrimination of benign tumors from RCC log OR was 3.17 (95%-CI 2.73-3.62, p < 0.001). Inhomogeneity of the available studies assessing treatment response in mRCC prevented any meaningful meta-analysis. The application of radiomics seems promising for discrimination of renal tumor dignity. Shared data and open science may assist in improving reproducibility of future studies. | ||
| 650 | 4 | |a computed tomography | |
| 650 | 4 | |a machine learning | |
| 650 | 4 | |a magnetic resonance imaging | |
| 650 | 4 | |a radiomics | |
| 650 | 4 | |a renal cell carcinoma | |
| 700 | 1 | |a Egen, Luisa |d 1993- |e VerfasserIn |0 (DE-588)1229651535 |0 (DE-627)1751720217 |4 aut | |
| 700 | 1 | |a Kowalewski, Karl-Friedrich |d 1989- |e VerfasserIn |0 (DE-588)1100724192 |0 (DE-627)859518825 |0 (DE-576)469770740 |4 aut | |
| 700 | 1 | |a Grilli, Maurizio |d 1966- |e VerfasserIn |0 (DE-588)1119251494 |0 (DE-627)872582442 |0 (DE-576)479799407 |4 aut | |
| 700 | 1 | |a Walach, Margarete |d 1988- |e VerfasserIn |0 (DE-588)1143876407 |0 (DE-627)1003440851 |0 (DE-576)495204609 |4 aut | |
| 700 | 1 | |a Westhoff, Niklas Christian |d 1988- |e VerfasserIn |0 (DE-588)107322306X |0 (DE-627)828672628 |0 (DE-576)434741752 |4 aut | |
| 700 | 1 | |a Nuhn, Philipp |d 1981- |e VerfasserIn |0 (DE-588)136112951 |0 (DE-627)694090808 |0 (DE-576)30083909X |4 aut | |
| 700 | 1 | |a Kriegmair, Maximilian |d 1987- |e VerfasserIn |0 (DE-588)1049742745 |0 (DE-627)782573347 |0 (DE-576)403726840 |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t Cancers |d Basel : MDPI, 2009 |g 13(2021,6) Artikel-Nummer 1348, 15 Seiten |h Online-Ressource |w (DE-627)614095670 |w (DE-600)2527080-1 |w (DE-576)313958548 |x 2072-6694 |7 nnas |a Radiomics in renal cell carcinoma a systematic review and meta-analysis |
| 773 | 1 | 8 | |g volume:13 |g year:2021 |g number:6 |g elocationid:1-15 |g extent:15 |a Radiomics in renal cell carcinoma a systematic review and meta-analysis |
| 856 | 4 | 0 | |u https://doi.org/10.3390/cancers13061348 |x Verlag |x Resolving-System |z lizenzpflichtig |3 Volltext |
| 856 | 4 | 0 | |u https://www.mdpi.com/2072-6694/13/6/1348 |x Verlag |z lizenzpflichtig |3 Volltext |
| 951 | |a AR | ||
| 992 | |a 20210318 | ||
| 993 | |a Article | ||
| 994 | |a 2021 | ||
| 998 | |g 1049742745 |a Kriegmair, Maximilian |m 1049742745:Kriegmair, Maximilian |d 60000 |d 63100 |e 60000PK1049742745 |e 63100PK1049742745 |k 0/60000/ |k 1/60000/63100/ |p 10 |y j | ||
| 998 | |g 136112951 |a Nuhn, Philipp |m 136112951:Nuhn, Philipp |d 60000 |d 63100 |e 60000PN136112951 |e 63100PN136112951 |k 0/60000/ |k 1/60000/63100/ |p 7 | ||
| 998 | |g 107322306X |a Westhoff, Niklas Christian |m 107322306X:Westhoff, Niklas Christian |d 60000 |d 63100 |e 60000PW107322306X |e 63100PW107322306X |k 0/60000/ |k 1/60000/63100/ |p 6 | ||
| 998 | |g 1143876407 |a Walach, Margarete |m 1143876407:Walach, Margarete |d 60000 |d 63100 |e 60000PW1143876407 |e 63100PW1143876407 |k 0/60000/ |k 1/60000/63100/ |p 5 | ||
| 998 | |g 1119251494 |a Grilli, Maurizio |m 1119251494:Grilli, Maurizio |d 60000 |e 60000PG1119251494 |k 0/60000/ |p 4 | ||
| 998 | |g 1100724192 |a Kowalewski, Karl-Friedrich |m 1100724192:Kowalewski, Karl-Friedrich |d 60000 |e 60000PK1100724192 |k 0/60000/ |p 3 | ||
| 998 | |g 1229651535 |a Egen, Luisa |m 1229651535:Egen, Luisa |d 60000 |d 63100 |e 60000PE1229651535 |e 63100PE1229651535 |k 0/60000/ |k 1/60000/63100/ |p 2 | ||
| 998 | |g 1183318537 |a Mühlbauer, Julia |m 1183318537:Mühlbauer, Julia |d 60000 |d 63100 |e 60000PM1183318537 |e 63100PM1183318537 |k 0/60000/ |k 1/60000/63100/ |p 1 |x j | ||
| 999 | |a KXP-PPN1751720594 |e 3890675883 | ||
| BIB | |a Y | ||
| SER | |a journal | ||
| JSO | |a {"title":[{"title_sort":"Radiomics in renal cell carcinoma","subtitle":"a systematic review and meta-analysis","title":"Radiomics in renal cell carcinoma"}],"language":["eng"],"physDesc":[{"extent":"15 S."}],"id":{"eki":["1751720594"],"doi":["10.3390/cancers13061348"]},"note":["Gesehen am 18.03.2021"],"relHost":[{"title":[{"title_sort":"Cancers","title":"Cancers"}],"part":{"text":"13(2021,6) Artikel-Nummer 1348, 15 Seiten","year":"2021","volume":"13","issue":"6","extent":"15"},"language":["eng"],"pubHistory":["1.2009 -"],"name":{"displayForm":["Molecular Diversity Preservation International (MDPI)"]},"disp":"Radiomics in renal cell carcinoma a systematic review and meta-analysisCancers","id":{"eki":["614095670"],"issn":["2072-6694"],"zdb":["2527080-1"]},"physDesc":[{"extent":"Online-Ressource"}],"note":["Gesehen am 27.05.2020"],"type":{"bibl":"periodical","media":"Online-Ressource"},"origin":[{"dateIssuedDisp":"2009-","publisher":"MDPI","dateIssuedKey":"2009","publisherPlace":"Basel"}],"recId":"614095670"}],"recId":"1751720594","origin":[{"dateIssuedKey":"2021","dateIssuedDisp":"17 March 2021"}],"type":{"media":"Online-Ressource","bibl":"article-journal"},"person":[{"family":"Mühlbauer","role":"aut","given":"Julia","display":"Mühlbauer, Julia"},{"family":"Egen","role":"aut","given":"Luisa","display":"Egen, Luisa"},{"display":"Kowalewski, Karl-Friedrich","role":"aut","given":"Karl-Friedrich","family":"Kowalewski"},{"display":"Grilli, Maurizio","given":"Maurizio","role":"aut","family":"Grilli"},{"family":"Walach","given":"Margarete","role":"aut","display":"Walach, Margarete"},{"family":"Westhoff","display":"Westhoff, Niklas Christian","given":"Niklas Christian","role":"aut"},{"display":"Nuhn, Philipp","given":"Philipp","role":"aut","family":"Nuhn"},{"family":"Kriegmair","display":"Kriegmair, Maximilian","given":"Maximilian","role":"aut"}],"name":{"displayForm":["Julia Mühlbauer, Luisa Egen, Karl-Friedrich Kowalewski, Maurizio Grilli, Margarete T. Walach, Niklas Westhoff, Philipp Nuhn, Fabian C. Laqua, Bettina Baessler and Maximilian C. Kriegmair"]}} | ||
| SRT | |a MUEHLBAUERRADIOMICSI1720 | ||