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Review Article
4 (
2
); 85-88
doi:
10.25259/DJIGIMS_15_2025

Evolution of Orthodontic Anchorage Techniques: A Comparative Analysis Using the Latent Dirichlet Allocation Algorithm

Orthodontics Department of Dentistry, Kastamonu, Turkey
Kastamonu Universty, Rectorate, Data Analysis Monitoring and Evaluation Office, Kastamonu, Turkey
Author image

*Corresponding author: Dr. Ergin Kalkan, Orthodontics Department of Dentistry, Turkey. kalkanergin@gmail.com

Licence
This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-Share Alike 4.0 License, which allows others to remix, transform, and build upon the work non-commercially, as long as the author is credited and the new creations are licensed under the identical terms.

How to cite this article: Kalkan E, Budak I. Evolution of Orthodontic Anchorage Techniques: A Comparative Analysis Using the Latent Dirichlet Allocation Algorithm. Dent J Indira Gandhi Int Med Sci. 2025;4:85-8. doi: 10.25259/DJIGIMS_15_2025

Abstract

Objectives

This study aims to analyze the evolution of orthodontic anchorage techniques before and after the year 2000 by utilizing the Latent Dirichlet Allocation (LDA) algorithm. The study investigates changes in treatment approaches, technological advancements, and material preferences in orthodontics.

Material and Methods

A comparative analysis was conducted using the LDA algorithm to examine orthodontic literature before and after 2000. The study categorized key topics and terms related to orthodontic anchorage, focusing on treatment methods, material choices, and biomechanical principles. The data were analyzed to identify shifts in treatment trends and technological developments.

Results

The findings indicate a transition from conventional anchorage methods, such as stainless steel wires and basic biomechanics, to more advanced skeletal anchorage systems, including mini-screws and cortical bone-supported techniques. Post-2000, the use of finite element analysis and computer-assisted treatment planning has significantly increased. Additionally, treatment approaches have shifted towards more controlled and stable mechanics, emphasizing precision in orthodontic movements.

Conclusion

The study highlights a significant shift in orthodontic anchorage techniques over the past decades, demonstrating the impact of technological innovations and engineering principles on treatment methodologies. The increasing reliance on skeletal anchorage and digital planning tools suggests that future advancements will continue to optimize orthodontic outcomes, improving both efficiency and patient comfort.

Keywords

Anchorage
Bone-Borne
LAD
Latent Dirichlet Allocation Algorithm
Temporary Anchorage Devices (TADS)

INTRODUCTION

Anchorage is an issue of tooth movement that has been discussed and scrutinized many times. Without an anchor, teeth cannot be moved. Newton’s law of “for every action there is an equal and opposite reaction” must be remembered. The American Heritage College Dictionary defines anchorage as “a means of securing or fixing”.[1,2]

Edward Angle’s Sixth Edition was published in 1900. In Chapter X of this edition, he discussed the principles of anchorage. Angle wrote, “According to the laws of physics, their movement in conformity with the line of obstruction can only be accomplished by applying force from a fixed anchorage base in three ways: pulling, pushing, or bending.”[3]

The use of implants in dentistry has found a wide range of uses, from the treatment of tooth loss to plate fixation in surgery, while in orthodontics, they are used for skeletal anchorage to achieve tooth movement.[4,5]

The resistance against undesired tooth movements in orthodontics is called anchorage and controlling the anchorage is important for the success of orthodontic treatment, and the bone-supported devices used for this purpose are mini screws.[6,7]

John Hunter, a Scottish surgeon, introduced the idea of implanting human teeth in the 1700s. Gainsforth and Higley (1945) provided the earliest documentation of the skeletal anchorage concept when they suggested the possibility of orthodontic anchorage to the basal bone by distalizing a maxillary canine tooth by placing Vitallium screws in the ramus of a dog. However, the use of force led to the loss of the screws within 16 to 31 days.[8,9]

Reviewing the literature in the relevant field is a very important step in scientific studies. When the literature is searched manually, it is not possible to conduct a comprehensive review, or such a search takes a very long time. On the other hand, automatic searches of the literature do not enable in-depth semantic search.[10,11]

The Latent Dirichlet Allocation (LDA) Algorithm is a probabilistic topic modelling method. The model generates topics from a set of documents based on word weight. The basis of LDA is that topics have a probability distribution over words, and text documents have a probability distribution over topics. Each topic has a distribution over the word sequence. For each document, it has a working principle that randomly assigns topics to the words in the document.[12-15]

MATERIAL AND METHODS

In this study, the use of miniscrews providing skeletal anchorage in orthodontic treatments before and after the year 2000 was analyzed with the LAD algorithm.

In the pre-2000 period, when the subject modelling analysis was examined, a structure focusing on orthodontic treatment, growth, and bone structures was seen. While words such as “treatment,” “implant,” “wire,” “maxillary,” “orthodontic,” “bone,” “force,” “movement,” “anchorage,” and “periodontal,” come to the fore, topics such as titanium implants, stainless steel wires, and osseointegration attract attention. Words such as “titanium,” “endosseous,” “stainless steel,” “osseointegrated,” “inserted,” and “placed” show the importance of the materials used in orthodontic appliances in this period. In addition, the presence of words such as “friction,” “force,” “anchorage,” “expansion,” “movement,” and “extraction” reveals that orthodontic treatment techniques were the focus. In general, the materials used in orthodontic treatments, tooth movements, and growth processes seem to be more important in this period.

Topic 1: Orthodontic Treatment Processes and Appliance Use

Topic 2: Dental Implants and Osseointegration

Topic 3: Orthodontic Braces and Friction Mechanisms

Topic 4: Upper and Lower Jaw Movements

Topic 5: Tooth Movements and Anchoring Mechanisms

In the post-2000 period, significant changes were observed in orthodontic treatment approaches. Words such as “molar,” “bone,” “treatment,” “retraction,” “force,” “implant,” “skeletal,” “movement,” “anchorage,” “cortical,” “appliance,” “miniscrews,” and “surgical” come to the fore, and the use of skeletally supported systems, miniscrews and cortical bone is more emphasized. The words “finite,” “miniscrews,” “cortical,” “stability,” “screw,” “palatal,” “device,” and “surgical,” indicate the increased use of more invasive and advanced technologies in orthodontic treatments. During this period, words such as “distalization,” “intrusion,” “retraction,” “movement,” “loss,” “stability,” “significant,” and “maximum” became more prominent, indicating that more specific and mechanically controlled movements gained importance in orthodontic treatments. In general, it is seen that after 2000, orthodontic treatment approaches were supported by more advanced engineering techniques and new technologies such as mini screws and cortical bone support were more widely used.

Topic 1: Molar Tooth Movements and Anchorage Systems

Topic 2: Bone Density and Implant Stability

Topic 3: Orthodontic Treatment Mechanics and Skeletal Supported Movements

Topic 4: Miniscrews and Retrospective Orthodontic Movements

Topic 5: Force Distribution and Computer Aided Analysis

DISCUSSION

Table 1 shows the data before 2000 and Table 2 shows the data after 2000. As in Table 3, the period before 2000 can be evaluated as a period focusing more on material sciences and basic tooth movements in orthodontic treatments, while the post-2000 period stands out as a period in which the use of miniscrews, cortical assisted movements and surgically assisted treatment techniques gained importance. As in Table 3, the period before 2000 can be evaluated as a period focusing more on material sciences and basic tooth movements in orthodontic treatments, while the post-2000 period stands out as a period in which the use of miniscrews, cortical-assisted movements, and surgically assisted treatment techniques gained importance. With the impact of new technologies, more mechanical and engineering principles have started to be used in orthodontic treatments, which has led to significant changes in treatment methods. In particular, miniscrews, skeletal-assisted movements, finite element analysis, and surgically assisted orthodontics have become more popular, indicating that more controlled and stable treatment approaches have been adopted.

Table 1: Pre-2000 table
Topic 1 Weight Topic 2 Weight Topic 3 Weight Topic 4 Weight Topic 5 Weight
Treatment 0,579 Implant 1,272 Wire 0,517 Maxillary 0,226 Orthodontic 0,566
Growth 0,464 Bone 0,317 Arch 0,394 Upper 0,224 Tooth 0,514
Appliance 0,464 Titanium 0,303 Force 0,345 Distal 0,203 Treatment 0,351
Mandibular 0,345 Endosseous 0,189 Friction 0,233 Anchorage 0,191 Movement 0,343
Maxillary 0,311 Force 0,170 Frictional 0,153 Arch 0,191 Periodontal 0,266
Incisor 0,284 Inserted 0,144 Anchorage 0,146 Moved 0,185 Anchorage 0,230
Malocclusion 0,266 Anchorage 0,143 Stainless 0,123 Extraction 0,179 Root 0,147
Skeletal 0,265 Placed 0,113 Steel 0,118 Movement 0,176 Force 0,105
Lower 0,250 Stability 0,097 Spring 0,109 Expansion 0,171 Control 0,105
Angle 0,224 Osseointegrated 0,087 Moment 0,108 Force 0,155 Resorption 0,092
Table 2: Post-2000 table
Topic 1 Weight Topic 2 Weight Topic 3 Weight Topic 4 Weight Topic 5 Weight
Molar 1,871 Bone 1,089 Treatment 1,072 Retraction 0,827 Force 0,746
Maxillary 1,252 Implant 0,993 Orthodontic 0,634 Movement 0,421 Finite 0,485
First 0,887 Insertion 0,596 Skeletal 0,619 Anchorage 0,377 Displacement 0,442
Distalization 0,812 Miniscrews 0,481 Mandibular 0,449 Loss 0,258 Bone 0,332
Mandibular 0,511 Cortical 0,467 Anchorage 0,434 Extraction 0,258 Applied 0,204
Appliance 0,494 Thickness 0,432 Malocclusion 0,355 Orthodontic 0,253 Anterior 0,177
Intrusion 0,458 Stability 0,423 Maxillary 0,297 Significant 0,201 Maximum 0,176
Movement 0,395 Miniscrew 0,383 Appliance 0,244 Incisor 0,197 Cortical 0,171
Upper 0,364 Screw 0,338 Surgical 0,242 Effect 0,194 Screw 0,160
Patient 0,310 Palatal 0,321 Device 0,240 Force 0,190 Periodontal 0,156
Table 3: Comparative evaluation of subject modelling analysis before and after 2000
Criteria Before 2000 After 2000
Core focus Growth, use of materials, basic orthodontic treatment methods Advanced orthodontic mechanics, mini screws, surgically assisted treatments
Featured topics Tooth movement, bone support, material technologies Skeletally supported orthodontics, mini screws, cortical bone use
Technological developments Titanium implants, stainless steel wires, conventional anchoring systems Mini screws, cortical bone support, surgically assisted orthodontic treatments
Treatment approaches Extraction, friction control, arc expansion Distalization, intrusion, rectraction, skeletal assisted movements
Frequency of use of concepts Broader and more general terms (e.g. “treatment”, “bone”, “force”) More specific and mechanical concepts (e.g. “miniscrews,” “finite,” “cortical,” and “retraction”)

CONCLUSION

The evolution of orthodontic anchorage techniques over the years highlights the significant advancements in both materials and treatment methodologies. Before 2000, orthodontic approaches focused primarily on basic tooth movement mechanics, material sciences, and traditional anchorage systems, such as stainless steel wires. However, post-2000, a paradigm shift occurred with the integration of miniscrews, skeletal anchorage, and surgically assisted treatments, allowing for more controlled and stable orthodontic movements. The application of computational tools like finite element analysis has further enhanced precision in force distribution and treatment planning. This transition demonstrates the increasing reliance on engineering principles and innovative technologies to improve orthodontic outcomes, ensuring greater efficiency and patient comfort. As research continues, further developments in anchorage techniques are expected to refine and optimize orthodontic treatment strategies.

Ethical approval

Institutional Review Board approval is not required.

Declaration of patient consent

Patient’s consent not required as there are no patients in this study.

Financial support and sponsorship

Nil.

Conflicts of interest

There are no conflicts of interest.

Use of artificial intelligence (AI)-assisted technology for manuscript preparation

The authors confirm that they have used artificial intelligence (AI)-assisted technology for assisting in the writing or editing of the manuscript or image creations.

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