{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(uncertainty)= \n", "# Living Kidney Donors \n", "\n", "\n", "\n", "
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\n", " Personalized Risk Estimates\n", "

The distinction between static and dynamic data presentation in scientific literature is stark: nearly all peer-reviewed clinical and public health research findings rely on static visualizations of pre-determined cohorts. If personalized medicine is to fulfill its promise, dynamic visualization—such as the interactive model above—must become the standard for conveying information to patients, care providers, and public health practitioners.

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-- The Truth of Masks 🎭

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\n", "\n", "**Introduction** \n", "\n", "
\n", " The demographic shift toward older kidney donors necessitates improved characterization of risks to enhance consent processes and outcomes.
\n", " — SRTR\n", "
\n", "\n", "The number of older adults (≥50 years) undergoing live donor nephrectomy has quadrupled over the last two decades, a trend expected to persist given demographic shifts, updates in kidney transplant allocation, and changes to Kidney Disease: Improving Global Outcomes (KDIGO) guidelines. Despite this increase, critical knowledge gaps persist in understanding how older donors cope with the physical stress of nephrectomy, particularly the role of age-related kidney changes (glomerular senescence) and the body’s ability to adapt following a 50% nephron mass loss. Approximately 80% of older donors experience a post-donation GFR <60 ml/min/1.73m², meeting the definition of chronic kidney disease (CKD), placing them at increased risk of frailty and hospitalization as they progress toward CKD. However, no studies have identified clinical signatures of resiliency in this unique population, even as nephrectomy directly impacts their renal system and overall health." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{raw} html\n", "\n", "\n", "
\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \"Older\n", "\n", "\n", "\n", "
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\n", "
\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "name: figures/cgbest\n", "---\n", "An 84-year-old man became one of the oldest living kidney donors in the United States in May 2019. The consent process for donor candidates of advanced age relies on data extrapolated from younger cohorts, typically with a median age of 40 years. As the demographic profile of living kidney donors continues to age, gaps in both present and missing data become increasingly evident. This highlights the need to systematically characterize existing data and address these gaps to better inform consent processes and optimize outcomes. Frailty, which is strongly associated with a significantly increased risk of perioperative complications, 1 remains uncaptured in most existing databases. The absence of this critical metric creates additional challenges, particularly in consenting older individuals considering donation.\n", "Photo Source: [Houston Methodist](https://www.houstonmethodist.org/newsroom/an-84-year-old-man-becomes-oldest-living-kidney-donor-in-the-united-states-at-houston-methodist/)\n", "```\n", "\n", "
\n", "\n", "This thesis focuses on addressing these gaps by prioritizing the patient’s central question, “Can I safely donate my kidney?” over population-level metrics. The scientific aims include: (1) quantifying donation-attributable risks of perioperative death, (2) long-term risks of ESRD and (3) mortality; (4) describing hospitalization prevalence in older donors compared to non-donors; and (5) implementing a risk calculator for perioperative death, long-term ESRD and mortality risks, and sentinel hospitalization in older donors.\n", "\n", "This thesis will frame its work in the context of various areas of inquiry, including kidney disease, aging research, and data science. The results of all four aims are delivered in an innovative tool—an app—to enhance provider-patient dialogue about kidney donation risks (aim 5). But the architecture of the app offers so much more that will be discussed in the appendix.\n", "\n", "This thesis addresses the critical need to improve understanding of perioperative and long-term risks for older living kidney donors. By identifying resiliency markers and individualizing risk assessment, the study aims to empower older adults and providers with evidence-based tools to make informed decisions in a growing and vulnerable donor population.\n", "\n", "\n", "**Perioperative Mortality**\n", "\n", "The 90-day risk of death following living kidney donation has been estimated at 3 per 10,000. 2 Notably, some of these deaths were due to homicide, an outcome unlikely to reflect a perioperative risk directly attributable to nephrectomy. 3\n", "\n", "To contextualize these risks, we introduce a control population to quantify the baseline 90-day mortality risk faced by healthy eligible donors who do not proceed with donation. Using data from the Organ Procurement and Transplantation Network (OPTN) and the National Health and Nutrition Examination Survey (NHANES), we estimate the 90-day risk of death for both donors and their healthy nondonor counterparts through registry linkages to the National Death Index. Cumulative incidence estimates derived from Cox regression are presented in an accompanying app (see App Features below).\n", "\n", "For white female nondonors aged 40 years or younger who self-reported “Very Good or Excellent” health at the time of survey, the 90-day risk of death was estimated at 1.3 per 10,000 (95% CI: 0.5-3.5 per 10,000). Among comparable donors, the 90-day risk of death was 2.2 per 10,000 (95% CI: 1.0-4.7 per 10,000). Among nondonors aged over 50 years, the 90-day risk of death was no higher than that observed in nondonors with similar demographic and health characteristics.\n", "\n", "The nephrectomy-attributable risk for a typical young donor is approximately 0.9 per 10,000, substantially lower than the risk currently cited during the informed consent process. For older donors, the nephrectomy-attributable risk may be even lower, though it remains insufficiently quantified due to the limited availability of data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "\n", "```{raw} html\n", "\n", "\n", "\n", "
\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\"Eco-Green\n", "
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\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "name: wiki/symbiosis\n", "---\n", "_Static vs. Dynamic Presentation_. Authors typically have to commit to what data they will present to colleagues, reviewers, and the public. But clinicians and policy makers typically need to explore a combination of factors to make a personalized decision tailored to their situation. Our platform demonstrates this for the person who is considering donation, but it is applicable to any decision-making situation. We also critically consider the value of a control population for accurate and meaningful inferences \n", "```\n", "\n", "
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\n", "\n", "\n", "\n", "**Long-term Risk of ESRD** \n", "Donation-attributable risk of end-stage renal disease (ESRD) has been estimated at 26.9 per 10,000 at 15 years. Subgroup estimates for white, black, and Hispanic donors have also been reported. 4 However, personalized risk estimates that take into account age and other associated risk factors remain unknown. 5\n", "\n", "We compare the risk of ESRD in kidney donors (using OPTN data) with that of a cohort of nondonors (using NHANES data). See Perioperative Mortality above for more information. Cumulative incidence estimates derived from Cox regression are presented in an accompanying app (see App Features below).\n", "\n", "The maximum follow-up period was 15 years, with a median follow-up of 7.6 years for kidney donors (interquartile range [IQR], 3.9–11.5) and 20 years for matched healthy nondonors (IQR, 18–35). The estimated risk of ESRD at 6.5 years for the typical 40 year old white female with SBP 120 mmHg, DBP 80mmHg, BMI 24 kg/$m^2$, eGFR 95 ml/min/1.73, urine albumin/creatinine ratio of 4mg/g, with a college level education, “Very Good” self-rated health status, no history of diabetes, hypertension, and smoking was significantly higher in kidney donors (5.6 per 10,000; 95% CI, 1.5–20.1) compared to matched healthy nondonors (1.3 per 10,000; 95% CI, 0.8–2.8). Donation by older donors such as the one seen above: 84 year old white male, SBP 140 mmHg, BMI 24/$m^2$, eGFR 80ml/min/1.73, no history of diabetes or smoking, but has well-controlled hypertension. He is a college graduate. We estimate his risk if his 6.5 year risk at (34.6 per 10,000; 95% CI, 2.2–552.0) compared to the counterfactual scenario in which he had no donated (9.2 per 10,000; 95% CI, 5.2–16.1).\n", "\n", "Our personalized donation-attributable risk sets a standard for informed consent among the diverse range of those who seek to donate a kidney. But uncertainty of our estimates for such a rare donor phenotype highlights the challenges that remain. \n", "\n", "\n", "```{raw} html\n", "\n", "\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Define the neural network fractal\n", "def define_layers():\n", " return {\n", " 'Suis': ['Patient Access/Care', 'Hospital Records', 'Disclosure Risk', 'Collaborators', 'Databases', 'Analytic Scripts', ], # Static\n", " 'Voir': ['Information'], \n", " 'Choisis': ['Baseline', 'Decision'], \n", " 'Deviens': ['Adverse Event Markers', 'Comorbidity/ICD Codes', 'Temporal Changes'], \n", " \"M'èléve\": ['Mortality Rate', 'Organ Failure', 'Hospitalization', 'Dependency', 'Physical Frailty'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = { # Dynamic\n", " 'yellow': ['Information'], \n", " 'paleturquoise': ['Analytic Scripts', 'Decision', 'Temporal Changes', 'Physical Frailty'], \n", " 'lightgreen': ['Databases', 'Comorbidity/ICD Codes', 'Organ Failure', 'Dependency', 'Hospitalization'], \n", " 'lightsalmon': [\n", " 'Disclosure Risk', 'Collaborators', 'Baseline', \n", " 'Adverse Event Markers', 'Mortality Rate'\n", " ],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Calculate positions for nodes\n", "def calculate_positions(layer, x_offset):\n", " y_positions = np.linspace(-len(layer) / 2, len(layer) / 2, len(layer))\n", " return [(x_offset, y) for y in y_positions]\n", "\n", "# Create and visualize the neural network graph\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", "\n", " # Add nodes and assign positions\n", " for i, (layer_name, nodes) in enumerate(layers.items()):\n", " positions = calculate_positions(nodes, x_offset=i * 2)\n", " for node, position in zip(nodes, positions):\n", " G.add_node(node, layer=layer_name)\n", " pos[node] = position\n", " node_colors.append(colors.get(node, 'lightgray')) \n", "\n", " # Add edges (automated for consecutive layers)\n", " layer_names = list(layers.keys())\n", " for i in range(len(layer_names) - 1):\n", " source_layer, target_layer = layer_names[i], layer_names[i + 1]\n", " for source in layers[source_layer]:\n", " for target in layers[target_layer]:\n", " G.add_edge(source, target)\n", "\n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color='gray',\n", " node_size=3000, font_size=15, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " plt.title(\"Ecosystem Integration\", fontsize=23) \n", " # ✅ Save the actual image *after* drawing it\n", " plt.savefig(\"figures/ecosystem-integration.jpeg\", dpi=300, bbox_inches='tight')\n", " # plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
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\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "name: figures/cgbest\n", "---\n", "_The Scientific Enterprise: Ecosystem, Navigation, Decisions, Tracking, Outcomes_. The Ecosystem encapsulates the intricate flow of information, decision-making, and outcomes within clinical medicine and public health. It functions as a multi-layered neural network, where patients, students, researchers, and clinicians navigate a complex landscape filled with both opportunities and inefficiencies. At its front-end (yellow node), the web app serves as a transparent, personalized tool, guiding prospective kidney donors through risks, benefits, and post-donation considerations. But beyond this immediate utility lies a deeper infrastructure—a structured backend where information, data, and decision-making processes interconnect dynamically. Students exploring this system may uncover the technical mechanics of data flow, decision nodes, and analytical scripts that underpin clinical research. Meanwhile, principal investigators and research labs act as key agents, shaping the ecosystem through their decisions on disclosure risks, collaboration, and methodological rigor. As stakeholders engage with the platform, they are not merely passive participants but active contributors to the evolution of an adaptive, decentralized, and highly efficient medical knowledge network. This ecosystem is not just a digital tool—it is an epistemic revolution, inviting users at every level to move beyond static knowledge and actively shape the future of patient care, research, and public health decision-making\n", "```\n", "\n", "
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\n", "\n", "**Hospitalization Risks** \n", "Hospitalization may be a sentinel event signaling risk for adverse outcomes, including end-stage renal disease (ESRD) and mortality, among living kidney donors (LKDs). However, only two years of follow-up are mandated for LKDs, limiting long-term risk characterization. To address this, we used a multicenter retrospective cohort study of LKDs with over 40 years of follow-up to identify factors associated with patient-reported all-cause hospitalization.\n", "\n", "Patient factors were captured from self-report and supplemented by linkage to the SRTR database. Among an cohort of 3,084 LKDs, 2,251 (73%) donors who donated between May 1968 and December 2019 responded to the survey.\n", "\n", "Overall, 1575 (70%) reported any hospitalization a median (interquartile range) of 13 (10-20+) years post-nephrectomy, with surgery/procedure as the most common cause (57%). The cumulative incidence of hospitalization was 47.2% (95%CI: 45.5-48.9) at 20 years post-donation for a 40 year old white female donor with BMI of 25, SBP of 120 mmHg, DBP of 80 mmHg, eGFR of 95 ml/min/1.73 (see App Features above). In a parsimonious model, age at donation (aHR 1.01–1.13–1.27, p=0.04), female sex (aHR 1.07–1.39–1.80, p=0.01), and post-donation diabetes/hypertension (aHR 1.22–1.52–1.88, p<0.01) were associated with hospitalization (see appendix).\n", "\n", "While self-reported, the frequency of hospitalization among LKDs beyond two years post-nephrectomy suggests longer follow-up may be warranted for this population. Furthermore, surveillance and follow-up should be emphasized in populations at higher risk of developing diabetes and hypertension after nephrectomy. The absence of a control population with ascertainment of hospitalization remains a critical limitation of this study.\n", "\n", "---\n", "\n", "This thesis invites exploration of dynamic vs. static presentation of results. Traditional tools summarize average risks, but this app allows exploration of personalized scenarios, offering deeper insights. Users can adjust variables like age, GFR, and comorbidities to visualize personalized risks and uncertainties in real time. This app provides an unprecedented ability to explore personalized risks for donors, facilitating informed decision-making and improving the consent process. The evolving role of technology in medicine is hereby aligned with the importance of open science. The supplemental section of this thesis will address the technical aspects of the app and its potential role in the open science and open source movement.\n", "\n", "---\n", "\n", "Using data from the Scientific Registry of Transplant Recipients from 1988 to 2020, we estimated perioperative mortality (death within 90 days of donation), 30-year mortality, and risk of ESRD. Death events were captured through the Organ Procurement and Transplantation Network (OPTN) living donor follow-up reported by transplant programs, the National Technical Information Service Limited Access Death Master File, and deaths made available to the OPTN contractor through an interagency data-sharing agreement between the Centers for Medicare & Medicaid Services (CMS) and the Health Resources and Services Administration. These were secondarily verified by the OPTN contractor. Per OPTN policy, all donor deaths within two years of donation must be reported within 72 hours of the hospital becoming aware of the death. ESRD development was ascertained using Centers for Medicare & Medicaid Services data and defined as the initiation of maintenance dialysis, placement on the transplant waiting list, or receipt of a living or deceased donor kidney transplant, whichever occurred first. The healthy nondonor control population was derived from a cohort of 73,000 participants in the third National Health and Nutrition Examination Survey (NHANES). The National Center for Health Statistics performed linkages to the CMS and National Death Index to to ascertain ESRD and death. Both national datasets provided robust comparisons of donor and nondonor risks. Source: [Earlier Presentation](https://donor-webapp.netlify.app/act1/part1)\n", "\n", "\n", " " ] } ], "metadata": { "kernelspec": { "display_name": "myenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }