K Number
K201353
Manufacturer
Date Cleared
2021-06-28

(403 days)

Product Code
Regulation Number
872.4120
Panel
DE
Reference & Predicate Devices
AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
Intended Use

CenterMed Patient Matched Assisted Surgical Planning (ASP) System is intended for use as a software system and image segmentation system for the transfer of imaging information from a medical scanner such as a CT based system. The input data file is processed by the ASP system and the result is an output data file. This file may then be provided as digital models or used as input to a rapid prototyping portion of the system that produces physical outputs including anatomical models, surgical splints and surgical planning case reports for use in maxillofacial surgery. CenterMed Patient Matched ASP System is also intended as a pre-operative software tool for simulating/evaluating surgical treatment options.

Device Description

CenterMed Patient Matched Assisted Surgical Planning (ASP) System is a combination of software design and additive manufacturing for customized virtual pre-surgical treatment planning in maxillofacial reconstruction and orthognathic surgeries. The system processes patients' imaging data files obtained from the surgeons for treatment planning and outputs various patient-specific products (both physical and digital), including surgical guides, anatomical models, surgical splints, and surgical planning case reports. The physical products (surgical guides, anatomical models and surgical splints) are manufactured with biocompatible polyamide (PA-12) using additive manufacturing (Selective Laser Sintering).

AI/ML Overview

The CenterMed Patient Matched Assisted Surgical Planning (ASP) System is intended for use as a software system and image segmentation system for the transfer of imaging information from a medical scanner (e.g., CT) to produce digital models or physical outputs like anatomical models, surgical guides, surgical splints, and surgical planning case reports for maxillofacial surgery. It also serves as a pre-operative software tool for simulating/evaluating surgical treatment options.

1. Table of Acceptance Criteria and Reported Device Performance

The provided document details non-clinical performance data (mechanical, biocompatibility, sterilization, software validation) as supportive evidence for substantial equivalence, rather than a direct clinical performance study with predefined acceptance criteria for sensitivity, specificity, etc. The acceptance criteria for these tests are largely based on meeting established ISO/ASTM standards or demonstrating compliance with pre-defined requirements.

Test PerformedTest Description/GuidelinesAcceptance CriteriaReported Device PerformanceSafety and Efficacy Confirmed
Mechanical TestingISO 178:2019, ISO 20795-2:2013Maintain 85% of initial bending strength (for sterilized and aged test specimens).Met the pre-defined acceptance criteria.Yes
ISO 20753:2018Smaller test specimens for tensile testing designed according to standard.Test specimens designed according to standard.Yes
ASTM D638Larger test specimens for tensile testing designed according to standard.Test specimens designed according to standard.Yes
ISO 527-2:2012Maintain 85% of initial tensile strength (for sterilized and aged test specimens).Met the pre-defined criteria.Yes
Biocompatibility Testing
CytotoxicityISO 10993-5, GB/T 16886.5-2017No evidence of the test specimen causing cell lysis or toxicity.Showed no evidence of cell lysis or toxicity.Yes
SensitizationISO 10993-10, GB/T 16886.10-2017No evidence of causing delayed dermal contact sensitization.Showed no evidence of causing delayed dermal contact sensitization.Yes
Intracutaneous ReactivityISO 10993-10, GB/T 16886.10-2017No evidence of intra-cutaneous reactivity.Showed no evidence of intra-cutaneous reactivity.Yes
Acute Systemic ToxicityISO 10993-11, GB/T 16886.11-2011No mortality or evidence of systemic toxicity.Showed no mortality or evidence of systemic toxicity.Yes
PyrogenicityUSP , ISO 10993-11Met requirements for the absence of pyrogens.Met the requirements for the absence of pyrogens.Yes
Sterilization ValidationANSI/AAMI/ISO 17665-1Assurance of sterility of 10^-6^ SAL (sterility assurance level) for surgical guides, surgical splints and anatomical models.Demonstrated assurance of sterility of 10^-6^ SAL.Yes
Software ValidationPre-defined requirement specificationsAll software requirements and specifications implemented correctly and completely, traceable to system requirements; conformity with pre-defined specifications and acceptance criteria; mitigation of potential risks.All COTS software applications are FDA cleared. Quality and on-site user acceptance testing confirmed correct and complete implementation of requirements, traceability, conformity with specifications, and risk mitigation.Yes

2. Sample Size Used for the Test Set and Data Provenance

The document does not describe a clinical study with a "test set" in the traditional sense of evaluating algorithm performance against ground truth on patient data. Instead, it details non-clinical tests for the physical and software components.

  • Mechanical Testing: Test specimens were used for bending and tensile testing. The specific number of specimens is not provided, but they were sterilized and aged to evaluate material properties.
  • Biocompatibility Testing: Test specimens (presumably of the device materials) were used for cytotoxicity, sensitization, intracutaneous reactivity, acute systemic toxicity, and pyrogenicity tests. The specific number of samples for each test is not detailed.
  • Sterilization Validation: Not specified, but sufficient samples would be used to demonstrate a sterility assurance level of 10^-6^.
  • Software Validation: This involved "Quality and on-site user acceptance testing" based on pre-defined requirement specifications. It does not refer to a data set for algorithm evaluation, but rather to the internal validation of the software development process and functionality.

The data provenance is from internal testing performed by the manufacturer or their designated testing facilities, rather than clinical patient data. The country of origin of the data is not specified directly, but the company is based in Walnut Creek, California, USA, and the tests refer to international standards (ISO, ASTM, USP). The studies were conducted specifically for the purpose of this 510(k) submission (prospective in the context of regulatory filing).

3. Number of Experts Used to Establish the Ground Truth for the Test Set and Qualifications of Those Experts

Not applicable. This device is not an AI/ML diagnostic or prognostic tool that requires expert-established ground truth on a test set of patient cases for performance evaluation. The "ground truth" for the non-clinical tests refers to the established scientific standards and criteria outlined by ISO, ASTM, and USP.

4. Adjudication Method for the Test Set

Not applicable, as there was no clinical test set requiring expert adjudication.

5. If a Multi Reader Multi Case (MRMC) Comparative Effectiveness Study was Done

No. The document explicitly states: "Clinical testing was not necessary for the determination of substantial equivalence, or safety and effectiveness of the CenterMed ASP System." Therefore, an MRMC comparative effectiveness study was not performed.

6. If a Standalone (i.e. algorithm only without human-in-the-loop performance) was Done

The device is described as a "software system and image segmentation system" and a "pre-operative software tool." While the software components are validated ("Software validation" section), this validation focuses on the correct implementation of specifications and mitigation of risks. It is not framed as a standalone performance study in the sense of an algorithm making decisions or predictions independently. The workflow involves trained engineers operating the software and physicians evaluating the outputs for surgical planning. The "standalone" performance being assessed here is the functional integrity and safety of the software and physical outputs according to design specifications, rather than a diagnostic performance metric.

7. The Type of Ground Truth Used

For the non-clinical studies described:

  • Mechanical Testing: Ground truth is derived from the established physical properties and limits defined by the ISO and ASTM standards.
  • Biocompatibility Testing: Ground truth is the biological safety criteria outlined in the ISO 10993 series and USP .
  • Sterilization Validation: Ground truth is the defined sterility assurance level (SAL) of 10^-6^ as per ANSI/AAMI/ISO 17665-1.
  • Software Validation: Ground truth is the "pre-defined requirement specifications" for the COTS software components, ensuring they function as intended.

No pathology, expert consensus on patient images, or outcomes data were used as ground truth, as no clinical study directly evaluating algorithm performance on patient cases was conducted.

8. The Sample Size for the Training Set

Not applicable. The document does not describe the development of a machine learning algorithm that requires a "training set" of data. The software components mentioned are "Commercially off-the-shelf (COTS) software applications for image segmentation and processing." These are pre-existing software tools, not a newly developed AI algorithm that would undergo a training phase by CenterMed.

9. How the Ground Truth for the Training Set Was Established

Not applicable, as there was no training set for a newly developed AI algorithm. The COTS software validation focused on their correct implementation and functionality within the CenterMed ASP System.

§ 872.4120 Bone cutting instrument and accessories.

(a)
Identification. A bone cutting instrument and accessories is a metal device intended for use in reconstructive oral surgery to drill or cut into the upper or lower jaw and may be used to prepare bone to insert a wire, pin, or screw. The device includes the manual bone drill and wire driver, powered bone drill, rotary bone cutting handpiece, and AC-powered bone saw.(b)
Classification. Class II.