Serum albumin level is a notable profiling factor for non‐B, non‐C hepatitis virus‐related hepatocellular carcinoma: A data‐mining analysis. Issue 8 (4th August 2013)
- Record Type:
- Journal Article
- Title:
- Serum albumin level is a notable profiling factor for non‐B, non‐C hepatitis virus‐related hepatocellular carcinoma: A data‐mining analysis. Issue 8 (4th August 2013)
- Main Title:
- Serum albumin level is a notable profiling factor for non‐B, non‐C hepatitis virus‐related hepatocellular carcinoma: A data‐mining analysis
- Authors:
- Yamada, Shingo
Kawaguchi, Atsushi
Kawaguchi, Takumi
Fukushima, Nobuyoshi
Kuromatsu, Ryoko
Sumie, Shuji
Takata, Akio
Nakano, Masahito
Satani, Manabu
Tonan, Tatsuyuki
Fujimoto, Kiminori
Shima, Hiroji
Kakuma, Tatsuyuki
Torimura, Takuji
Charlton, Michael R.
Sata, Michio - Abstract:
- <abstract abstract-type="main"> <title> <x xml:space="preserve">Abstract</x> </title> <sec id="hepr12192-sec-0001" sec-type="section"> <title>Aim</title> <p>Various factors are underlying for the onset of non‐B, non‐C hepatitis virus‐related hepatocellular carcinoma (NBNC‐HCC). We aimed to investigate the independent risk factors and profiles associated with NBNC‐HCC using a data‐mining technique.</p> </sec> <sec id="hepr12192-sec-0002" sec-type="section"> <title>Methods</title> <p>We conducted a case‐control study and enrolled 223 NBNC‐HCC patients and 669 controls from a health checkup database (<italic>n</italic> = 176 886). Multivariate analysis, random forest analysis and a decision‐tree algorithm were employed to examine the independent risk factors, factors distinguishing between the case and control groups, and to identify profiles for the incidence of NBNC‐HCC, respectively.</p> </sec> <sec id="hepr12192-sec-0003" sec-type="section"> <title>Results</title> <p>In multivariate analysis, besides γ‐glutamyltransferase (GGT) levels and the Brinkman index, albumin level was an independent negative risk factor for the incidence of NBNC‐HCC (odds ratio = 0.67; 95% confidence interval = 0.60–0.70; <italic>P</italic> &lt; 0.0001). In random forest analysis, serum albumin level was the highest‐ranked variable for distinguishing between the case and control groups (98 variable importance). A decision‐tree algorithm was created for albumin and GGT levels, the aspartate<abstract abstract-type="main"> <title> <x xml:space="preserve">Abstract</x> </title> <sec id="hepr12192-sec-0001" sec-type="section"> <title>Aim</title> <p>Various factors are underlying for the onset of non‐B, non‐C hepatitis virus‐related hepatocellular carcinoma (NBNC‐HCC). We aimed to investigate the independent risk factors and profiles associated with NBNC‐HCC using a data‐mining technique.</p> </sec> <sec id="hepr12192-sec-0002" sec-type="section"> <title>Methods</title> <p>We conducted a case‐control study and enrolled 223 NBNC‐HCC patients and 669 controls from a health checkup database (<italic>n</italic> = 176 886). Multivariate analysis, random forest analysis and a decision‐tree algorithm were employed to examine the independent risk factors, factors distinguishing between the case and control groups, and to identify profiles for the incidence of NBNC‐HCC, respectively.</p> </sec> <sec id="hepr12192-sec-0003" sec-type="section"> <title>Results</title> <p>In multivariate analysis, besides γ‐glutamyltransferase (GGT) levels and the Brinkman index, albumin level was an independent negative risk factor for the incidence of NBNC‐HCC (odds ratio = 0.67; 95% confidence interval = 0.60–0.70; <italic>P</italic> &lt; 0.0001). In random forest analysis, serum albumin level was the highest‐ranked variable for distinguishing between the case and control groups (98 variable importance). A decision‐tree algorithm was created for albumin and GGT levels, the aspartate aminotransferase‐to‐platelet ratio index (APRI) and the Brinkman index. The serum albumin level was selected as the initial split variable, and 82.5% of the subjects with albumin levels of less than 4.01 g/dL were found to have NBNC‐HCC.</p> </sec> <sec id="hepr12192-sec-0004" sec-type="section"> <title>Conclusion</title> <p>Data‐mining analysis revealed that serum albumin level is an independent risk factor and the most distinguishable factor associated with the incidence of NBNC‐HCC. Furthermore, we created an NBNC‐HCC profile consisting of albumin and GGT levels, the APRI and the Brinkman index. This profile could be used in the screening strategy for NBNC‐HCC.</p> </sec> </abstract> … (more)
- Is Part Of:
- Hepatology research. Volume 44:Issue 8(2014:Aug.)
- Journal:
- Hepatology research
- Issue:
- Volume 44:Issue 8(2014:Aug.)
- Issue Display:
- Volume 44, Issue 8 (2014)
- Year:
- 2014
- Volume:
- 44
- Issue:
- 8
- Issue Sort Value:
- 2014-0044-0008-0000
- Page Start:
- 837
- Page End:
- 845
- Publication Date:
- 2013-08-04
- Subjects:
- Liver -- Diseases -- Periodicals
Liver Diseases -- Periodicals
Foie -- Maladies -- Périodiques
616.362 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09284346 ↗
http://firstsearch.oclc.org/journal=1386-6346;screen=info;ECOIP ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1872-034X ↗
http://www.sciencedirect.com/science/journal/13866346 ↗
http://www3.interscience.wiley.com/journal/118507311/home ↗
http://www.blackwell-synergy.com/rd.asp?goto=journal&code=hep ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/hepr.12192 ↗
- Languages:
- English
- ISSNs:
- 1386-6346
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4295.845000
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- 3607.xml