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Rule-Based Escalation Designs · Tutorial 527 of 799

The 3+3 Decision Table

Learn to read and apply every branch of the conventional 3+3 decision table, including the restricted set of possible DLT totals after a cohort is expanded.

Intermediate 9 min read

What You'll Learn

  • Classify the decision after the first three participants by the number of DLTs observed.
  • Identify when the cohort expands from three to six participants.
  • Derive the possible cumulative DLT totals after expansion.
  • Distinguish an added-cohort DLT count from the cumulative six-participant count.
  • Apply the table to hypothetical dose-level outcomes and identify when escalation stops.
  • Recognize data and timing conditions needed for the table’s decisions to be usable.

Why a Decision Table Helps

The conventional 3+3 design makes dose-level decisions using a small set of rules applied to observed dose-limiting toxicities (DLTs). Its simplicity can make the rules seem obvious, but a decision depends on which participants have been observed and when. In particular, the six-participant decision is conditional: a dose is expanded to six only after exactly one DLT among the first three participants. Therefore, the possible cumulative DLT totals at that decision are not every integer from zero through six.

This tutorial makes each branch explicit. The DLT definition and observation window are set by the protocol; the earlier material on defining DLTs and observation windows establishes why a DLT must be assessed over a specified period. Here, the task is to translate the conventional algorithm into a complete table and apply it without confusing the added cohort’s count with the cumulative count.

Definition: At a dose level, let \(D_3\) be the number of DLTs among the first three participants treated at that dose. If \(D_3=1\), three additional participants are treated at the same dose. Let \(A_3\) be the number of DLTs among those three additional participants, and let \(D_6=D_3+A_3\) be the cumulative number among all six. The conventional 3+3 rule escalates after \(D_3=0\), expands after \(D_3=1\), and does not escalate from the current dose after \(D_3\ge2\). After expansion, it escalates only if \(D_6=1\).

The Complete Decision Table

The table has two stages. The first decision is made after three participants at a dose have completed the protocol-defined DLT assessment. A count of zero leads to escalation to the next dose, if one is available. A count of one leads to expansion at the current dose. A count of two or three leads to no escalation from that dose; the cohort is not expanded under this rule.

Only the one-DLT branch reaches a six-participant decision. The added three participants are assessed at the same dose. Their DLT count, \(A_3\), is added to the one DLT already observed, so \(D_6=1+A_3\). Consequently, \(D_6\) can be 1, 2, 3, or 4. A cumulative total of one leads to escalation; totals of two through four lead to no escalation from the current dose.

Decision stageObserved DLT countDecision under the conventional rule
First three participants\(D_3=0\)Escalate to the next dose, if available; do not expand this dose to six.
First three participants\(D_3=1\)Treat three additional participants at the same dose, then use the six-participant rows below.
First three participants\(D_3=2\) or \(D_3=3\)Do not escalate from the current dose; do not expand this cohort under the rule.
After expansion, all six\(D_6=1\) (equivalently, \(A_3=0\))Escalate to the next dose, if available.
After expansion, all six\(D_6=2,3,\) or \(4\) (equivalently, \(A_3=1,2,\) or \(3\))Do not escalate from the current dose.

The six-participant rows are conditional on \(D_3=1\), not a general classification of any group of six. Under this procedure, \(D_6=0\) is unreachable after expansion because one DLT is already known to have occurred. Likewise, \(D_6=5\) and \(D_6=6\) are unreachable in this branch: only three additional participants are treated, so the largest possible cumulative count is four. Such totals should not be added as ordinary decision rows for this conditional table.

Why the Six-Participant Totals Are Restricted

The restriction follows directly from how the six-person cohort is formed. Expansion occurs only when the first three participants have exactly one DLT. Among the three additional participants, the DLT count can be any integer from zero through three. Adding that count to the known first-cohort count gives:

$$ D_6 = 1 + A_3,\qquad A_3\in\{0,1,2,3\}, \qquad\text{so}\qquad D_6\in\{1,2,3,4\}. $$

The escalation condition at six is \(D_6=1\). Substituting \(D_6=1+A_3\), this is equivalent to \(A_3=0\). If even one additional DLT occurs, then \(A_3\ge1\), so \(D_6\ge2\) and the rule gives no escalation from that dose. This is a deterministic classification of observed outcomes; it is not a probability statement about future toxicity.

Worked Example: No DLTs Among the First Three

At a hypothetical dose, three participants complete their DLT observation windows, and none experiences a DLT. Determine the next action.

The observed first-cohort count is \(D_3=0\). This matches the first row of the decision table, so the rule is to escalate to the next dose, if the dose ladder has one. The dose is not expanded to six: expansion is reserved for the \(D_3=1\) branch.

The decision uses the observed count, not an estimate of the true DLT probability. The absence of DLTs in these three participants does not establish that the dose is free of toxicity; it simply selects the specified action in this rule-based design.

Worked Example: One DLT in the First Cohort and None in the Expansion

At another hypothetical dose, one of the first three participants experiences a DLT. The protocol therefore treats three more participants at the same dose. None of those additional participants experiences a DLT. Apply the six-participant rule.

The first-cohort count is \(D_3=1\), so expansion is required. For the additional cohort, \(A_3=0\). The cumulative count is:

$$ D_6=D_3+A_3=1+0=1. $$

Since \(D_6=1\), the six-participant row directs escalation to the next dose, if available. The relevant count is one among all six, not zero among the additional three. Reporting only “zero DLTs” without saying that this refers to the added participants could lead to the wrong interpretation.

Worked Example: One Additional DLT Changes the Decision

Suppose one of the first three participants at a hypothetical dose experiences a DLT. After expansion, one of the three additional participants also experiences a DLT. What is the cumulative count, and what action follows?

Here \(D_3=1\) and \(A_3=1\), so:

$$ D_6=D_3+A_3=1+1=2. $$

The cumulative total is two DLTs among six participants. The table assigns no escalation from the current dose. The expansion cohort’s count alone is one, but the decision is based on the cumulative count, which includes the first cohort’s DLT.

Worked Example: Two DLTs Before Any Expansion

At a hypothetical dose, two of the first three participants experience DLTs. Determine whether three more participants should be enrolled at that dose under the conventional rule.

The count is \(D_3=2\), which falls in the \(D_3\ge2\) branch. The rule says not to escalate from this dose and does not call for expansion to six. The six-participant rows do not apply, because this cohort never entered the expansion branch.

This distinction matters when completing a trial record: a decision after three participants should not be described as a six-participant decision simply because six is the maximum cohort size in the design.

Operational Conditions and Checks

A table gives an unambiguous action only when the data entering it are well defined. The conventional rule assumes that the dose level and cohort are identifiable, that each participant’s DLT status is assessed according to the protocol, and that the applicable observation period has been completed before the relevant decision is made. Participants with pending or unevaluable safety follow-up cannot simply be treated as having no DLT; how to handle them must be specified by the protocol.

The DLT count is a count of participants meeting the protocol’s DLT criterion, not a count of all adverse events. If one participant experiences several qualifying events, the participant still contributes one DLT to the participant count. Conversely, whether a particular event qualifies is a clinical adjudication governed by the protocol’s definition. The decision table cannot repair an inconsistent DLT definition or incomplete outcome information.

Before applying a row, check three items:

  • Has the correct number of participants at this dose completed the required assessment?
  • Is the count for the first three, the additional three, or all six?
  • Was expansion actually triggered by exactly one DLT in the first three?

These checks also expose a common data-summary problem. A report might state “one DLT in the six-person cohort” when it means one in the added three, or it might state “one DLT among six” when it means the cumulative total. Those are not interchangeable summaries. Record \(D_3\), \(A_3\), and \(D_6\) separately whenever the expansion branch is used.

How This Rule-Based Approach Differs From Alternatives

The conventional 3+3 table is a deterministic rule: once the observed DLT count and decision stage are known, the action is fixed. It does not require estimating a dose-toxicity curve to apply the table. This makes the immediate cohort decision easy to communicate and audit.

Model-based dose-finding approaches instead use a statistical model to relate dose to toxicity and use accumulated data to guide choices. Their decisions depend on model assumptions and the analysis rule, rather than only on the small set of count categories in this table. Neither description makes a design automatically suitable for every trial. The decision table’s simplicity does not mean it summarizes all uncertainty about toxicity, and model-based methods require their own assumptions and checks. The comparison here is about how decisions are generated, not a claim that one approach is universally preferable.

The table also has operational limits. It describes escalation decisions at a dose, but it does not by itself define every action at the top of a dose ladder, specify how unevaluable participants are replaced, or resolve unusual clinical circumstances. A protocol must state how such cases are handled. At the highest planned dose, “escalate” cannot mean assigning participants to a nonexistent next dose; the planned dose range places a boundary on the rule.

Common Mistake: Treating Six as an Unconditional Cohort

Wrong reasoning: “At six participants the DLT count could be any number from zero to six, so the table should have rows for all seven totals.”

Correction: The design reaches six participants at a dose only after exactly one DLT in the first three. If \(A_3\) is the number among the added three, then \(D_6=1+A_3\), with \(A_3\in\{0,1,2,3\}\). Thus the reachable cumulative totals are 1, 2, 3, and 4. A total of 1 permits escalation; totals 2 through 4 do not. Counts 0, 5, and 6 are unreachable in this branch.

Key takeaway: First classify the first-three count. Only \(D_3=1\) leads to expansion; at that point, add the additional-cohort count to the known first-cohort DLT. The six-participant decision uses cumulative totals \(D_6=1\) through \(4\), not an unrestricted count from zero through six.

Check Your Understanding

For each question, identify the branch and the action. Solutions follow the questions.

  1. Among the first three participants at a dose, zero experience DLTs. Should the dose be expanded to six under the rule?
  2. One DLT occurs among the first three, and two occur among the added three. What is \(D_6\), and what action follows?
  3. After expansion, the added three have no DLTs. Is the cumulative total zero or one?
  4. Why is a cumulative total of five DLTs not a reachable row in the six-participant branch?
  5. Two DLTs occur among the first three. Does the rule call for three additional participants at the same dose?

Solutions. (1) No. \(D_3=0\) directs escalation, if a next dose is available, without expansion. (2) \(D_6=1+2=3\), so there is no escalation from the current dose. (3) The cumulative total is one: the first cohort already had one DLT, and the added cohort had zero. This directs escalation, if available. (4) Expansion begins with one DLT already observed, and at most three further DLTs can occur among the added three, so \(D_6\le1+3=4\). (5) No. Since \(D_3=2\), the rule directs no escalation and does not enter the six-participant branch.

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