Harnessing Artificial Intelligence for Enhanced Renal Analysis: Automated Detection of Hydronephrosis and Precise Kidney Segmentation

Background and objective

Hydronephrosis is essential in the diagnosis of renal colic. We automated the detection of hydronephrosis from ultrasound images to standardize the therapy and reduce the misdiagnosis of renal colic.

Methods

Anonymously collected ultrasound images of human kidneys, both normal and hydronephrotic, were preprocessed for neural networks. Six "state of the art" models were trained and cross-validated for the detection of hydronephrosis, and two convolutional networks were used for kidney segmentation. In the testing phase, performance metrics included true positives, true negatives, false positives, false negatives, accuracy, and F1 score, while the evaluation of the segmentation task involved accuracy, precision, dice, jaccard, recall, and ASSD.

Key findings and limitations

A total of 523 sonographic kidney images (423 nonhydronephrotic and 100 hydronephrotic) were collected from three different ultrasound devices. After training on this dataset, all models were used to evaluate 200 new ultrasound kidney images (142 nonhydronephrotic and 58 hydronephrotic kidneys). The highest validation accuracy (98.5%) was achieved by the AlexNet model (GoogLeNet 97%, AlexNet_v2 96%, ResNet50 96%, ResNet101 97.5%, and ResNet152 95%). The deeplabv3_resnet50 and deeplabv3_resnet101 reached a dice coefficient of 94.74% and 94.48%, respectively, on the task of automated kidney segmentation. The study is limited by analyzing only hydronephrosis, but this specific focus enabled high detection accuracy.

Conclusions and clinical implications

We show that our automated ultrasound deep learning model can be trained and used to interpret and segmentate ultrasound images from different sources with high accuracy. This method will serve as an automated tool in the diagnostic algorithm of acute renal failure in the future.

Patient summary

Hydronephrosis is crucial in the diagnosis of renal colic. Recent advances in artificial intelligence allow automated detection of hydronephrosis in ultrasound images with high accuracy. These methods will help standardize the diagnosis and treatment renal colic.

Einfluss von lokalen Therapiemaßnahmen auf die Biologie des fortschreitenden Prostatakarzinoms

Hintergrund

In den letzten 15 Jahren zeigt sich ein Trend hin zu einem längeren Überleben beim metastasierten Prostatakarzinom. Neben dem durch neue Medikamente bedingten Fortschritt deuten retrospektive Daten auch auf einen möglichen positiven Effekt einer früheren Primärtumorbehandlung hin.

Fragestellung

Kann eine Primärtumorbehandlung im Falle einer späteren Metastasierung die Prognose der betroffenen Patienten verbessern und wenn ja, über welche Mechanismen?

Material und Methode

Wir werteten die klinischen Langzeitergebnisse von 115 Patienten aus, die bei T4-Prostatakarzinomen nach induktiver Hormontherapie an unserer Klinik prostatektomiert worden waren. Weiterhin erfolgte eine kritische Durchsicht und Diskussion der zur oben genannten Fragestellung vorhandenen Literatur.

Ergebnisse

Von den 115 Patienten hatten 84 im weiteren Verlauf ein biochemisches Rezidiv erlitten, waren also definitiv durch die radikale Prostatektomie nicht geheilt. Das tumorspezifische und das Gesamtüberleben dieser 84 Patienten lag nach 150 Monaten bei 61 % bzw. 44 %. Bemerkenswert war die Beobachtung, dass diese Patienten ein überraschend gutes und langes Ansprechen auf eine Hormontherapie zeigten. Von den 84 Patienten waren nach durchschnittlich 95 Monaten Nachbeobachtungszeit noch 47 am Leben. 31 von ihnen, also ungefähr zwei Drittel, standen immer noch unter einer Standardhormontherapie. Nur 13 hatten eine Resistenz gegen die primäre Hormontherapie entwickelt und entsprechend eine tertiäre Hormontherapie erhalten, auf die sie teilweise aber auch wieder langfristig sensibel blieben.

Schlussfolgerungen

Die Primärtumorentfernung, zumindest unter den beschriebenen Begleitumständen, scheint die Entwicklung einer Hormonresistenz beim metastasierten Prostatakarzinom hinauszögern und in Einzelfällen sogar ganz verhindern zu können.

Primary Tumor Resection Decelerates Disease Progression in an Orthotopic Mouse Model of Metastatic Prostate Cancer

Radical prostatectomy in oligometastatic prostate cancer is a matter of intense debate. Besides avoiding local complications, it is hypothesized that primary tumor resection may result in better oncological outcomes. The aim of our study was to analyze the effect of primary tumor resection on disease progression in an orthotopic prostate cancer mouse model. First, the optimal time point for primary tumor resection, when metastases have already occurred, but the primary tumor is still resectable, was determined as 8 weeks after inoculation of 5 × 10⁵ LuCaP136 cells. In a second in vivo experiment, 64 mice with metastatic prostate cancer were randomized into two groups, primary tumor resection or sham operation, and disease progression was followed up for 10 weeks. The technique of orthotopic primary tumor resection was successfully established. Compared with the sham operation group, mice with primary tumor resection showed a significantly longer survival (p < 0.001), a significantly slower PSA increase (p < 0.01), and a lower number of lung metastases (p = 0.073). In conclusion, primary tumor resection resulted in slower disease progression and longer survival in an orthotopic mouse model of metastatic prostate cancer. In future studies, this model will be used to unravel the molecular mechanisms of primary tumor/metastasis interaction in prostate cancer.

Cancer-associated fibroblasts stimulate primary tumor growth and metastatic spread in an orthotopic prostate cancer xenograft model

The unique microenvironment of the prostate plays a crucial role in the development and progression of prostate cancer (PCa). We examined the effects of cancer-associated fibroblasts (CAFs) on PCa progression using patient-derived fibroblast primary cultures in a representative orthotopic xenograft model. Primary cultures of CAFs, non-cancer-associated fibroblasts (NCAFs) and benign prostate hyperplasia-associated fibroblasts (BPHFs) were generated from patient-derived tissue specimens. These fibroblasts were coinjected together with cancer cells (LuCaP136 spheroids or LNCaP cells) in orthotopic PCa xenografts to investigate their effects on local and systemic tumor progression. Primary tumor growth as well as metastatic spread to lymph nodes and lungs were significantly stimulated by CAF coinjection in LuCaP136 xenografts. When NCAFs or BPHFs were coinjected, tumor progression was similar to injection of tumor cells alone. In LNCaP xenografts, all three fibroblast types significantly stimulated primary tumor progression compared to injection of LNCaP cells alone. CAF coinjection further increased the frequency of lymph node and lung metastases. This is the first study using an orthotopic spheroid culture xenograft model to demonstrate a stimulatory effect of patient-derived CAFs on PCa progression. The established experimental setup will provide a valuable tool to further unravel the interacting mechanisms between PCa cells and their microenvironment.

Radical prostatectomy in T4 prostate cancer after inductive androgen deprivation: results of a single-institution series with long-term follow-up

OBJECTIVES

To determine the outcomes of complete surgical resection of T4 prostate cancer after inductive androgen-deprivation therapy (ADT), as inductive ADT and subsequent radical prostatectomy (RP) is not recommended by any guideline yet.

PATIENTS AND METHODS

A monocentric RP database was queried for patients initially diagnosed with T4 prostate cancer, considered primarily as inoperable because of a fixed mass defined by rectal examination in combination with high PSA level and/or large foci of biopsy confirmed undifferentiated prostate cancer. Treatment consisted of primary ADT until PSA nadir with consecutive RP. Patients underwent retropubic RP (RRP) or robot-assisted laparoscopic RP (RALP) after inductive ADT until achievement of the PSA nadir, which is in general reached after 6-7 months. The intraoperative course and complications were analysed. Finally, Kaplan-Meier estimates were calculated for overall survival (OS) and prostate cancer-specific survival (PCSS).

RESULTS

We retrospectively identified 116 patients treated between 2000 and 2014. At diagnosis, the median (range) PSA level was 37.6 (2.44-284) ng/mL. The preoperative median (range) PSA after inductive ADT was 0.73 (0.01-34) ng/mL. Thereafter, patients underwent RRP or, since 2006, RALP. The median (95% confidence interval) OS was 156 (118.9-193.1) months. The PCSS at 150 months was 82%.

CONCLUSIONS

Surgical therapy of primarily inoperable prostate cancer is feasible and safe after inductive ADT. The OS of this cohort seems comparable with results described for patients with primary operable high-risk prostate cancer.

Enzalutamide in castration-resistant prostate cancer patients progressing after docetaxel and abiraterone

BACKGROUND

Abiraterone, an androgen synthesis inhibitor, has been successfully used in the treatment of castration-resistant prostate cancer (CRPC) for 2 yr. Enzalutamide is a second-generation nonsteroidal antiandrogen that has recently been approved for the same indication.

OBJECTIVE

This is the first study to evaluate the effectiveness of enzalutamide after failure of abiraterone.

DESIGN, SETTING, AND PARTICIPANTS

Thirty-five patients were identified as having received sequential therapy with abiraterone followed by enzalutamide. All patients had undergone prior docetaxel chemotherapy, and no patient had received ketoconazole.

OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS

Posttreatment changes in prostate-specific antigen (PSA) were used to determine the activity of enzalutamide in patients who had received prior abiraterone.

RESULTS AND LIMITATIONS

The median duration of abiraterone treatment was 9.0 mo (range: 2.0-19.0 mo). Of the 35 patients, 16 (45.7%) achieved a >50% decline in PSA, and 14 (40%) had a rising PSA as the best response. The median duration of subsequent enzalutamide treatment was 4.9 mo (Kaplan-Meier estimate; 95% confidence interval [CI], 2.4-7.4). Seven of 16 CRPC patients who were initially abiraterone-sensitive (43.8%) and 3 of 19 CRPC patients who were initially abiraterone-insensitive (15.8%) showed a >50% PSA decline while taking enzalutamide. Of the 35 patients, 17 (48.6%) were primarily enzalutamide-resistant and showed a rising PSA as the best response. Median time to progression was 4.0 mo (95% CI, 2.0-6.0) for 18 of 35 patients with at least one declining PSA value while taking enzalutamide (51.4%). Of the 17 patients who were assessable radiologically, only 1 (2.9%) attained a confirmed partial response. Small sample size was the major limitation.

CONCLUSIONS

Enzalutamide treatment achieved only a modest response rate in patients progressing after abiraterone. Although cross-resistance between abiraterone and enzalutamide was a common phenomenon, it was not inevitable, and a small but significant number of patients showed significant benefit from sequential treatment.