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Published in: World Journal of Urology 9/2021

Open Access 01-09-2021 | Prostate Cancer | Original Article

PHI density prospectively improves prostate cancer detection

Authors: Carsten Stephan, Klaus Jung, Michael Lein, Hannah Rochow, Frank Friedersdorff, Andreas Maxeiner

Published in: World Journal of Urology | Issue 9/2021

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Abstract

Purpose

To evaluate the Prostate Health Index (PHI) density (PHID) in direct comparison with PHI in a prospective large cohort.

Methods

PHID values were calculated from prostate-specific antigen (PSA), free PSA and [− 2]proPSA and prostate volume. The 1057 patients included 552 men with prostate cancer (PCa) and 505 with no evidence of malignancy (NEM). In detail, 562 patients were biopsied at the Charité Hospital Berlin and 495 patients at the Sana Hospital Offenbach. All patients received systematic or magnetic resonance imaging (MRI)/ultrasound fusion-guided biopsies. The diagnostic accuracy was evaluated by receiver operating characteristic (ROC) curves comparing areas under the ROC-curves (AUC). The decision curve analysis (DCA) was performed with the MATLAB Neural Network Toolbox.

Results

PHID provided a significant larger AUC than PHI (0.835 vs. 0.801; p = 0.0013) in our prospective cohort of 1057 men from 2 centers. The DCA had a maximum net benefit of ~ 5% for PHID vs. PHI between 35 and 65% threshold probability. In those 698 men within the WHO-calibrated PSA grey-zone up to 8 ng/ml, PHID was also significantly better than PHI (AUC 0.819 vs. 0.789; p = 0.0219). But PHID was not different from PHI in the detection of significant PCa.

Conclusions

Based on ROC analysis and DCA, PHID had an advantage in comparison with PHI alone to detect any PCa but PHI and PHID performed equal in detecting significant PCa.
Literature
1.
go back to reference Jansen FH, van Schaik RH, Kurstjens J, Horninger W, Klocker H, Bektic J, Wildhagen MF, Roobol MJ, Bangma CH, Bartsch G (2010) Prostate-specific antigen (PSA) isoform p2PSA in combination with total PSA and free PSA improves diagnostic accuracy in prostate cancer detection. Eur Urol 57:921–927CrossRef Jansen FH, van Schaik RH, Kurstjens J, Horninger W, Klocker H, Bektic J, Wildhagen MF, Roobol MJ, Bangma CH, Bartsch G (2010) Prostate-specific antigen (PSA) isoform p2PSA in combination with total PSA and free PSA improves diagnostic accuracy in prostate cancer detection. Eur Urol 57:921–927CrossRef
3.
go back to reference Catalona WJ, Partin AW, Sanda MG, Wei JT, Klee GG, Bangma CH, Slawin KM, Marks LS, Loeb S, Broyles DL, Shin SS, Cruz AB, Chan DW, Sokoll LJ, Roberts WL, van Schaik RH, Mizrahi IA (2011) A multicenter study of [-2]pro-prostate specific antigen combined with prostate specific antigen and free prostate specific antigen for prostate cancer detection in the 2.0 to 10.0 ng/ml prostate specific antigen range. J Urol 185:1650–1655CrossRef Catalona WJ, Partin AW, Sanda MG, Wei JT, Klee GG, Bangma CH, Slawin KM, Marks LS, Loeb S, Broyles DL, Shin SS, Cruz AB, Chan DW, Sokoll LJ, Roberts WL, van Schaik RH, Mizrahi IA (2011) A multicenter study of [-2]pro-prostate specific antigen combined with prostate specific antigen and free prostate specific antigen for prostate cancer detection in the 2.0 to 10.0 ng/ml prostate specific antigen range. J Urol 185:1650–1655CrossRef
4.
go back to reference Lazzeri M, Haese A, de la Taille A, Palou RJ, McNicholas T, Lughezzani G, Scattoni V, Bini V, Freschi M, Sussman A, Ghaleh B, Le CP, Alberola BJ, Esquena FS, Graefen M, Guazzoni G (2013) Serum isoform [-2]proPSA derivatives significantly improve prediction of prostate cancer at initial biopsy in a total PSA range of 2–10 ng/ml: a multicentric European study. Eur Urol 63:986–994CrossRef Lazzeri M, Haese A, de la Taille A, Palou RJ, McNicholas T, Lughezzani G, Scattoni V, Bini V, Freschi M, Sussman A, Ghaleh B, Le CP, Alberola BJ, Esquena FS, Graefen M, Guazzoni G (2013) Serum isoform [-2]proPSA derivatives significantly improve prediction of prostate cancer at initial biopsy in a total PSA range of 2–10 ng/ml: a multicentric European study. Eur Urol 63:986–994CrossRef
5.
go back to reference Stephan C, Vincendeau S, Houlgatte A, Cammann H, Jung K, Semjonow A (2013) Multicenter evaluation of [− 2]proprostate-specific antigen and the prostate health index for detecting prostate cancer. Clin Chem 59:306–314CrossRef Stephan C, Vincendeau S, Houlgatte A, Cammann H, Jung K, Semjonow A (2013) Multicenter evaluation of [− 2]proprostate-specific antigen and the prostate health index for detecting prostate cancer. Clin Chem 59:306–314CrossRef
6.
go back to reference Loeb S, Sanda MG, Broyles DL, Shin SS, Bangma CH, Wei JT, Partin AW, Klee GG, Slawin KM, Marks LS, van Schaik RH, Chan DW, Sokoll LJ, Cruz AB, Mizrahi IA, Catalona WJ (2015) The prostate health index selectively identifies clinically significant prostate cancer. J Urol 193:1163–1169CrossRef Loeb S, Sanda MG, Broyles DL, Shin SS, Bangma CH, Wei JT, Partin AW, Klee GG, Slawin KM, Marks LS, van Schaik RH, Chan DW, Sokoll LJ, Cruz AB, Mizrahi IA, Catalona WJ (2015) The prostate health index selectively identifies clinically significant prostate cancer. J Urol 193:1163–1169CrossRef
7.
go back to reference Friedersdorff F, Gross B, Maxeiner A, Jung K, Miller K, Stephan C, Busch J, Kilic E (2017) Does the prostate health index depend on tumor volume?—a study on 196 patients after radical prostatectomy. Int J Mol Sci 18:E488CrossRef Friedersdorff F, Gross B, Maxeiner A, Jung K, Miller K, Stephan C, Busch J, Kilic E (2017) Does the prostate health index depend on tumor volume?—a study on 196 patients after radical prostatectomy. Int J Mol Sci 18:E488CrossRef
8.
go back to reference Guazzoni G, Lazzeri M, Nava L, Lughezzani G, Larcher A, Scattoni V, Gadda GM, Bini V, Cestari A, Buffi NM, Freschi M, Rigatti P, Montorsi F (2012) Preoperative prostate-specific antigen isoform p2PSA and its derivatives, %p2PSA and prostate health index, predict pathologic outcomes in patients undergoing radical prostatectomy for prostate cancer. Eur Urol 61:455–466CrossRef Guazzoni G, Lazzeri M, Nava L, Lughezzani G, Larcher A, Scattoni V, Gadda GM, Bini V, Cestari A, Buffi NM, Freschi M, Rigatti P, Montorsi F (2012) Preoperative prostate-specific antigen isoform p2PSA and its derivatives, %p2PSA and prostate health index, predict pathologic outcomes in patients undergoing radical prostatectomy for prostate cancer. Eur Urol 61:455–466CrossRef
9.
go back to reference Maxeiner A, Kilic E, Matalon J, Friedersdorff F, Miller K, Jung K, Stephan C, Busch J (2017) The prostate health index PHI predicts oncological outcome and biochemical recurrence after radical prostatectomy—analysis in 437 patients. Oncotarget 8:79279–79288CrossRef Maxeiner A, Kilic E, Matalon J, Friedersdorff F, Miller K, Jung K, Stephan C, Busch J (2017) The prostate health index PHI predicts oncological outcome and biochemical recurrence after radical prostatectomy—analysis in 437 patients. Oncotarget 8:79279–79288CrossRef
10.
go back to reference Mearini L, Ferri C, Lazzeri M, Bini V, Nunzi E, Fiorini D, Costantini E, Manasse GC, Porena M (2014) Evaluation of prostate-specific antigen isoform p2PSA and its derivates, %p2PSA, prostate health index and prostate dimension-adjusted related index in the detection of prostate cancer at first biopsy: an exploratory, prospective study. Urol Int 93:135–145CrossRef Mearini L, Ferri C, Lazzeri M, Bini V, Nunzi E, Fiorini D, Costantini E, Manasse GC, Porena M (2014) Evaluation of prostate-specific antigen isoform p2PSA and its derivates, %p2PSA, prostate health index and prostate dimension-adjusted related index in the detection of prostate cancer at first biopsy: an exploratory, prospective study. Urol Int 93:135–145CrossRef
11.
go back to reference Friedl A, Stangl K, Bauer W, Kivaranovic D, Schneeweiss J, Susani M, Hruby S, Lusuardi L, Lomoschitz F, Eisenhuber-Stadler E, Schima W, Brossner C (2017) Prostate-specific antigen parameters and Prostate Health Index enhance prostate cancer prediction with the in-bore 3-t magnetic resonance imaging-guided transrectal targeted prostate biopsy after negative 12-core biopsy. Urology 110:148–153CrossRef Friedl A, Stangl K, Bauer W, Kivaranovic D, Schneeweiss J, Susani M, Hruby S, Lusuardi L, Lomoschitz F, Eisenhuber-Stadler E, Schima W, Brossner C (2017) Prostate-specific antigen parameters and Prostate Health Index enhance prostate cancer prediction with the in-bore 3-t magnetic resonance imaging-guided transrectal targeted prostate biopsy after negative 12-core biopsy. Urology 110:148–153CrossRef
12.
go back to reference Tosoian JJ, Druskin SC, Andreas D, Mullane P, Chappidi M, Joo S, Ghabili K, Mamawala M, Agostino J, Carter HB, Partin AW, Sokoll LJ, Ross AE (2017) Prostate Health Index density improves detection of clinically significant prostate cancer. BJU Int 120:793–798CrossRef Tosoian JJ, Druskin SC, Andreas D, Mullane P, Chappidi M, Joo S, Ghabili K, Mamawala M, Agostino J, Carter HB, Partin AW, Sokoll LJ, Ross AE (2017) Prostate Health Index density improves detection of clinically significant prostate cancer. BJU Int 120:793–798CrossRef
13.
go back to reference Stephan C, Kahrs AM, Cammann H, Lein M, Schrader M, Deger S, Miller K, Jung K (2009) A [-2]proPSA-based artificial neural network significantly improves differentiation between prostate cancer and benign prostatic diseases. Prostate 69:198–207CrossRef Stephan C, Kahrs AM, Cammann H, Lein M, Schrader M, Deger S, Miller K, Jung K (2009) A [-2]proPSA-based artificial neural network significantly improves differentiation between prostate cancer and benign prostatic diseases. Prostate 69:198–207CrossRef
14.
go back to reference Stephan C, Lein M, Matalon J, Kilic E, Zhao Z, Busch J, Jung K (2016) Serum Vitamin D is not helpful in predicting Prostate Cancer aggressiveness compared with the Prostate Health Index. J Urol 196:709–714CrossRef Stephan C, Lein M, Matalon J, Kilic E, Zhao Z, Busch J, Jung K (2016) Serum Vitamin D is not helpful in predicting Prostate Cancer aggressiveness compared with the Prostate Health Index. J Urol 196:709–714CrossRef
15.
go back to reference Stephan C, Jung K, Semjonow A, Schulze-Forster K, Cammann H, Hu X, Meyer HA, Bogemann M, Miller K, Friedersdorff F (2013) Comparative assessment of urinary prostate cancer antigen 3 and TMPRSS2:ERG gene fusion with the serum [− 2]proprostate-specific antigen-based prostate health index for detection of prostate cancer. Clin Chem 59:280–288CrossRef Stephan C, Jung K, Semjonow A, Schulze-Forster K, Cammann H, Hu X, Meyer HA, Bogemann M, Miller K, Friedersdorff F (2013) Comparative assessment of urinary prostate cancer antigen 3 and TMPRSS2:ERG gene fusion with the serum [− 2]proprostate-specific antigen-based prostate health index for detection of prostate cancer. Clin Chem 59:280–288CrossRef
16.
go back to reference Filella X, Foj L (2018) Novel biomarkers for prostate cancer detection and prognosis. Adv Exp Med Biol 1095:15–39CrossRef Filella X, Foj L (2018) Novel biomarkers for prostate cancer detection and prognosis. Adv Exp Med Biol 1095:15–39CrossRef
17.
go back to reference Lazzeri M, Lughezzani G, Haese A, McNicholas T, de la Taille A, Buffi NM, Cardone P, Hurle R, Casale P, Bini V, Redorta JP, Graefen M, Guazzoni G (2016) Clinical performance of prostate health index in men with tPSA>10ng/ml: results from a multicentric European study. Urol Oncol 34:415–419CrossRef Lazzeri M, Lughezzani G, Haese A, McNicholas T, de la Taille A, Buffi NM, Cardone P, Hurle R, Casale P, Bini V, Redorta JP, Graefen M, Guazzoni G (2016) Clinical performance of prostate health index in men with tPSA>10ng/ml: results from a multicentric European study. Urol Oncol 34:415–419CrossRef
18.
go back to reference Steyerberg EW, Pencina MJ, Lingsma HF, Kattan MW, Vickers AJ, Van CB (2012) Assessing the incremental value of diagnostic and prognostic markers: a review and illustration. Eur J Clin Invest 42:216–228CrossRef Steyerberg EW, Pencina MJ, Lingsma HF, Kattan MW, Vickers AJ, Van CB (2012) Assessing the incremental value of diagnostic and prognostic markers: a review and illustration. Eur J Clin Invest 42:216–228CrossRef
19.
go back to reference Huang D, Wu YS, Ye DW, Qi J, Liu F, Helfand BT, Zheng SL, Ding Q, Xu DF, Na R, Xu JF, Sun YH (2020) Prostate volume does not provide additional predictive value to prostate health index for prostate cancer or clinically significant prostate cancer: results from a multicenter study in China. Asian J Androl 22:539–543CrossRef Huang D, Wu YS, Ye DW, Qi J, Liu F, Helfand BT, Zheng SL, Ding Q, Xu DF, Na R, Xu JF, Sun YH (2020) Prostate volume does not provide additional predictive value to prostate health index for prostate cancer or clinically significant prostate cancer: results from a multicenter study in China. Asian J Androl 22:539–543CrossRef
20.
go back to reference Stephan C, Lein M, Jung K, Schnorr D, Loening SA (1997) The influence of prostate volume on the ratio of free to total prostate specific antigen in serum of patients with prostate carcinoma and benign prostate hyperplasia. Cancer 79:104–109CrossRef Stephan C, Lein M, Jung K, Schnorr D, Loening SA (1997) The influence of prostate volume on the ratio of free to total prostate specific antigen in serum of patients with prostate carcinoma and benign prostate hyperplasia. Cancer 79:104–109CrossRef
21.
go back to reference Chiu PK, Ng CF, Semjonow A, Zhu Y, Vincendeau S, Houlgatte A, Lazzeri M, Guazzoni G, Stephan C, Haese A, Bruijne I, Teoh JY, Leung CH, Casale P, Chiang CH, Tan LG, Chiong E, Huang CY, Wu HC, Nieboer D, Ye DW, Bangma CH, Roobol MJ (2019) A multicentre evaluation of the role of the Prostate Health Index (PHI) in regions with differing prevalence of prostate cancer: adjustment of PHI reference ranges is needed for european and asian settings. Eur Urol 75:558–561CrossRef Chiu PK, Ng CF, Semjonow A, Zhu Y, Vincendeau S, Houlgatte A, Lazzeri M, Guazzoni G, Stephan C, Haese A, Bruijne I, Teoh JY, Leung CH, Casale P, Chiang CH, Tan LG, Chiong E, Huang CY, Wu HC, Nieboer D, Ye DW, Bangma CH, Roobol MJ (2019) A multicentre evaluation of the role of the Prostate Health Index (PHI) in regions with differing prevalence of prostate cancer: adjustment of PHI reference ranges is needed for european and asian settings. Eur Urol 75:558–561CrossRef
22.
go back to reference Nordstrom T, Vickers A, Assel M, Lilja H, Gronberg H, Eklund M (2015) Comparison between the four-kallikrein panel and prostate health index for predicting prostate cancer. Eur Urol 68:139–146CrossRef Nordstrom T, Vickers A, Assel M, Lilja H, Gronberg H, Eklund M (2015) Comparison between the four-kallikrein panel and prostate health index for predicting prostate cancer. Eur Urol 68:139–146CrossRef
23.
go back to reference Sanchis-Bonet A, Barrionuevo-Gonzalez M, Bajo-Chueca AM, Pulido-Fonseca L, Ortega-Polledo LE, Tamayo-Ruiz JC, Sanchez-Chapado M (2018) Validation of the prostate health index in a predictive model of prostate cancer. Actas Urol Esp 42:25–32CrossRef Sanchis-Bonet A, Barrionuevo-Gonzalez M, Bajo-Chueca AM, Pulido-Fonseca L, Ortega-Polledo LE, Tamayo-Ruiz JC, Sanchez-Chapado M (2018) Validation of the prostate health index in a predictive model of prostate cancer. Actas Urol Esp 42:25–32CrossRef
24.
go back to reference Guazzoni G, Nava L, Lazzeri M, Scattoni V, Lughezzani G, Maccagnano C, Dorigatti F, Ceriotti F, Pontillo M, Bini V, Freschi M, Montorsi F, Rigatti P (2011) Prostate-specific antigen (PSA) isoform p2PSA significantly improves the prediction of prostate cancer at initial extended prostate biopsies in patients with total PSA between 2.0 and 10 ng/ml: results of a prospective study in a clinical setting. Eur Urol 60:214–222CrossRef Guazzoni G, Nava L, Lazzeri M, Scattoni V, Lughezzani G, Maccagnano C, Dorigatti F, Ceriotti F, Pontillo M, Bini V, Freschi M, Montorsi F, Rigatti P (2011) Prostate-specific antigen (PSA) isoform p2PSA significantly improves the prediction of prostate cancer at initial extended prostate biopsies in patients with total PSA between 2.0 and 10 ng/ml: results of a prospective study in a clinical setting. Eur Urol 60:214–222CrossRef
25.
go back to reference Loeb S, Shin SS, Broyles DL, Wei JT, Sanda M, Klee G, Partin AW, Sokoll L, Chan DW, Bangma CH, van Schaik RHN, Slawin KM, Marks LS, Catalona WJ (2017) Prostate Health Index improves multivariable risk prediction of aggressive prostate cancer. BJU Int 120:61–68CrossRef Loeb S, Shin SS, Broyles DL, Wei JT, Sanda M, Klee G, Partin AW, Sokoll L, Chan DW, Bangma CH, van Schaik RHN, Slawin KM, Marks LS, Catalona WJ (2017) Prostate Health Index improves multivariable risk prediction of aggressive prostate cancer. BJU Int 120:61–68CrossRef
26.
go back to reference Foj L, Filella X (2020) Development and internal validation of a novel PHI-nomogram to identify aggressive prostate cancer. Clin Chim Acta 501:174–178CrossRef Foj L, Filella X (2020) Development and internal validation of a novel PHI-nomogram to identify aggressive prostate cancer. Clin Chim Acta 501:174–178CrossRef
27.
go back to reference Druskin SC, Tosoian JJ, Young A, Collica S, Srivastava A, Ghabili K, Macura KJ, Carter HB, Partin AW, Sokoll LJ, Ross AE, Pavlovich CP (2018) Combining Prostate Health Index density, magnetic resonance imaging and prior negative biopsy status to improve the detection of clinically significant prostate cancer. BJU Int 121:619–626CrossRef Druskin SC, Tosoian JJ, Young A, Collica S, Srivastava A, Ghabili K, Macura KJ, Carter HB, Partin AW, Sokoll LJ, Ross AE, Pavlovich CP (2018) Combining Prostate Health Index density, magnetic resonance imaging and prior negative biopsy status to improve the detection of clinically significant prostate cancer. BJU Int 121:619–626CrossRef
28.
go back to reference Porpiglia F, Russo F, Manfredi M, Mele F, Fiori C, Bollito E, Papotti M, Molineris I, Passera R, Regge D (2014) The roles of multiparametric magnetic resonance imaging, PCA3 and prostate health index-which is the best predictor of prostate cancer after a negative biopsy? J Urol 192:60–66CrossRef Porpiglia F, Russo F, Manfredi M, Mele F, Fiori C, Bollito E, Papotti M, Molineris I, Passera R, Regge D (2014) The roles of multiparametric magnetic resonance imaging, PCA3 and prostate health index-which is the best predictor of prostate cancer after a negative biopsy? J Urol 192:60–66CrossRef
29.
go back to reference Lopes Vendrami C, McCarthy RJ, Chatterjee A, Casalino D, Schaeffer EM, Catalona WJ, Miller FH (2019) The utility of prostate specific antigen density, prostate health index and prostate health index density in predicting positive prostate biopsy outcome is dependent on the prostate biopsy methods. Urology 129:159CrossRef Lopes Vendrami C, McCarthy RJ, Chatterjee A, Casalino D, Schaeffer EM, Catalona WJ, Miller FH (2019) The utility of prostate specific antigen density, prostate health index and prostate health index density in predicting positive prostate biopsy outcome is dependent on the prostate biopsy methods. Urology 129:159CrossRef
30.
go back to reference Hsieh PF, Li WJ, Lin WC, Chang H, Chang CH, Huang CP, Yang CR, Chen WC, Chang YH, Wu HC (2020) Combining prostate health index and multiparametric magnetic resonance imaging in the diagnosis of clinically significant prostate cancer in an Asian population. World J Urol 38:1207–1214CrossRef Hsieh PF, Li WJ, Lin WC, Chang H, Chang CH, Huang CP, Yang CR, Chen WC, Chang YH, Wu HC (2020) Combining prostate health index and multiparametric magnetic resonance imaging in the diagnosis of clinically significant prostate cancer in an Asian population. World J Urol 38:1207–1214CrossRef
Metadata
Title
PHI density prospectively improves prostate cancer detection
Authors
Carsten Stephan
Klaus Jung
Michael Lein
Hannah Rochow
Frank Friedersdorff
Andreas Maxeiner
Publication date
01-09-2021
Publisher
Springer Berlin Heidelberg
Published in
World Journal of Urology / Issue 9/2021
Print ISSN: 0724-4983
Electronic ISSN: 1433-8726
DOI
https://doi.org/10.1007/s00345-020-03585-2

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